diff --git a/tensorboard/webapp/hparams/_redux/hparams_actions.ts b/tensorboard/webapp/hparams/_redux/hparams_actions.ts
index 6780c71146..e142279438 100644
--- a/tensorboard/webapp/hparams/_redux/hparams_actions.ts
+++ b/tensorboard/webapp/hparams/_redux/hparams_actions.ts
@@ -73,3 +73,13 @@ export const dashboardMetricFilterAdded = createAction(
   '[Hparams] Dashboard Metric Filter Added',
   props<{name: string; filter: MetricFilter}>()
 );
+
+export const dashboardHparamFilterRemoved = createAction(
+  '[Hparams] Dashboard Hparam Filter Removed',
+  props<{name: string}>()
+);
+
+export const dashboardMetricFilterRemoved = createAction(
+  '[Hparams] Dashboard Metric Filter Removed',
+  props<{name: string}>()
+);
diff --git a/tensorboard/webapp/hparams/_redux/hparams_reducers.ts b/tensorboard/webapp/hparams/_redux/hparams_reducers.ts
index 2f39e9e873..781dfec9ad 100644
--- a/tensorboard/webapp/hparams/_redux/hparams_reducers.ts
+++ b/tensorboard/webapp/hparams/_redux/hparams_reducers.ts
@@ -390,6 +390,30 @@ const reducer: ActionReducer<HparamsState, Action> = createReducer(
     const nextMetricFilters = new Map(state.dashboardFilters.metrics);
     nextMetricFilters.set(action.name, action.filter);
 
+    return {
+      ...state,
+      dashboardFilters: {
+        ...state.dashboardFilters,
+        metrics: nextMetricFilters,
+      },
+    };
+  }),
+  on(actions.dashboardHparamFilterRemoved, (state, action) => {
+    const nextHparamFilters = new Map(state.dashboardFilters.hparams);
+    nextHparamFilters.delete(action.name);
+
+    return {
+      ...state,
+      dashboardFilters: {
+        ...state.dashboardFilters,
+        hparams: nextHparamFilters,
+      },
+    };
+  }),
+  on(actions.dashboardMetricFilterRemoved, (state, action) => {
+    const nextMetricFilters = new Map(state.dashboardFilters.metrics);
+    nextMetricFilters.delete(action.name);
+
     return {
       ...state,
       dashboardFilters: {
diff --git a/tensorboard/webapp/hparams/_redux/hparams_reducers_test.ts b/tensorboard/webapp/hparams/_redux/hparams_reducers_test.ts
index 16ff659260..ce3e0ace18 100644
--- a/tensorboard/webapp/hparams/_redux/hparams_reducers_test.ts
+++ b/tensorboard/webapp/hparams/_redux/hparams_reducers_test.ts
@@ -752,4 +752,114 @@ describe('hparams/_redux/hparams_reducers_test', () => {
       });
     });
   });
+
+  describe('dashboardHparamFilterRemoved', () => {
+    it('removes entry from dashboardFilters', () => {
+      const state = buildHparamsState({
+        dashboardFilters: {
+          hparams: new Map([
+            [
+              'hparam1',
+              {
+                type: DomainType.INTERVAL,
+                includeUndefined: true,
+                minValue: 5,
+                maxValue: 10,
+                filterLowerBound: 5,
+                filterUpperBound: 10,
+              },
+            ],
+            [
+              'hparam2',
+              {
+                type: DomainType.INTERVAL,
+                includeUndefined: true,
+                minValue: 2,
+                maxValue: 20,
+                filterLowerBound: 2,
+                filterUpperBound: 20,
+              },
+            ],
+          ]),
+        },
+      });
+      const state2 = reducers(
+        state,
+        actions.dashboardHparamFilterRemoved({
+          name: 'hparam1',
+        })
+      );
+      expect(state2.dashboardFilters).toEqual({
+        hparams: new Map([
+          [
+            'hparam2',
+            {
+              type: DomainType.INTERVAL,
+              includeUndefined: true,
+              minValue: 2,
+              maxValue: 20,
+              filterLowerBound: 2,
+              filterUpperBound: 20,
+            },
+          ],
+        ]),
+        metrics: new Map(),
+      });
+    });
+  });
+
+  describe('dashboardMetricFilterRemoved', () => {
+    it('removes entry from dashboardFilters', () => {
+      const state = buildHparamsState({
+        dashboardFilters: {
+          metrics: new Map([
+            [
+              'metric 1',
+              {
+                type: DomainType.INTERVAL,
+                includeUndefined: true,
+                minValue: 5,
+                maxValue: 10,
+                filterLowerBound: 5,
+                filterUpperBound: 10,
+              },
+            ],
+            [
+              'metric 2',
+              {
+                type: DomainType.INTERVAL,
+                includeUndefined: true,
+                minValue: 2,
+                maxValue: 20,
+                filterLowerBound: 2,
+                filterUpperBound: 20,
+              },
+            ],
+          ]),
+        },
+      });
+      const state2 = reducers(
+        state,
+        actions.dashboardMetricFilterRemoved({
+          name: 'metric 1',
+        })
+      );
+      expect(state2.dashboardFilters).toEqual({
+        hparams: new Map(),
+        metrics: new Map([
+          [
+            'metric 2',
+            {
+              type: DomainType.INTERVAL,
+              includeUndefined: true,
+              minValue: 2,
+              maxValue: 20,
+              filterLowerBound: 2,
+              filterUpperBound: 20,
+            },
+          ],
+        ]),
+      });
+    });
+  });
 });
diff --git a/tensorboard/webapp/runs/effects/BUILD b/tensorboard/webapp/runs/effects/BUILD
index f05ca49191..7dc86b69a1 100644
--- a/tensorboard/webapp/runs/effects/BUILD
+++ b/tensorboard/webapp/runs/effects/BUILD
@@ -17,10 +17,12 @@ tf_ng_module(
         "//tensorboard/webapp/app_routing:types",
         "//tensorboard/webapp/app_routing/actions",
         "//tensorboard/webapp/core/actions",
+        "//tensorboard/webapp/hparams/_redux:hparams_actions",
         "//tensorboard/webapp/runs:types",
         "//tensorboard/webapp/runs/actions",
         "//tensorboard/webapp/runs/data_source",
         "//tensorboard/webapp/types",
+        "//tensorboard/webapp/widgets/data_table:types",
         "@npm//@angular/core",
         "@npm//@ngrx/effects",
         "@npm//@ngrx/store",
@@ -43,11 +45,13 @@ tf_ts_library(
         "//tensorboard/webapp/app_routing:testing",
         "//tensorboard/webapp/app_routing:types",
         "//tensorboard/webapp/core/actions",
+        "//tensorboard/webapp/hparams/_redux:hparams_actions",
         "//tensorboard/webapp/runs/actions",
         "//tensorboard/webapp/runs/data_source",
         "//tensorboard/webapp/runs/data_source:testing",
         "//tensorboard/webapp/testing:utils",
         "//tensorboard/webapp/types",
+        "//tensorboard/webapp/widgets/data_table:types",
         "@npm//@ngrx/effects",
         "@npm//@ngrx/store",
         "@npm//@types/jasmine",
diff --git a/tensorboard/webapp/runs/effects/runs_effects.ts b/tensorboard/webapp/runs/effects/runs_effects.ts
index f0f719187e..df9f94692d 100644
--- a/tensorboard/webapp/runs/effects/runs_effects.ts
+++ b/tensorboard/webapp/runs/effects/runs_effects.ts
@@ -39,12 +39,14 @@ import {
 } from '../../selectors';
 import {DataLoadState, LoadState} from '../../types/data';
 import * as actions from '../actions';
+import * as hparamsActions from '../../hparams/_redux/hparams_actions';
 import {
   HparamsAndMetadata,
   Run,
   RunsDataSource,
 } from '../data_source/runs_data_source_types';
 import {ExperimentIdToRunsAndMetadata} from '../types';
+import {ColumnHeaderType} from '../../widgets/data_table/types';
 
 /**
  * Runs effect for fetching data from the backend.
@@ -172,6 +174,36 @@ export class RunsEffects {
     {dispatch: false}
   );
 
+  /**
+   * Removes hparam filter when column is removed.
+   *
+   * @export
+   */
+  removeHparamFilterWhenColumnIsRemoved$ = createEffect(
+    () =>
+      this.actions$.pipe(
+        ofType(actions.runsTableHeaderRemoved),
+        tap(({header}) => {
+          if (header.type === ColumnHeaderType.HPARAM) {
+            this.store.dispatch(
+              hparamsActions.dashboardHparamFilterRemoved({
+                name: header.name,
+              })
+            );
+            return;
+          }
+          if (header.type === ColumnHeaderType.METRIC) {
+            this.store.dispatch(
+              hparamsActions.dashboardMetricFilterRemoved({
+                name: header.name,
+              })
+            );
+          }
+        })
+      ),
+    {dispatch: false}
+  );
+
   /**
    * IMPORTANT: actions are dispatched even when there are no experiments to
    * fetch.
diff --git a/tensorboard/webapp/runs/effects/runs_effects_test.ts b/tensorboard/webapp/runs/effects/runs_effects_test.ts
index f27c830ab1..4149d4d445 100644
--- a/tensorboard/webapp/runs/effects/runs_effects_test.ts
+++ b/tensorboard/webapp/runs/effects/runs_effects_test.ts
@@ -26,6 +26,7 @@ import {
 import {RouteKind} from '../../app_routing/types';
 import {State} from '../../app_state';
 import * as coreActions from '../../core/actions';
+import * as hparamsActions from '../../hparams/_redux/hparams_actions';
 import {
   getActiveRoute,
   getExperimentIdsFromRoute,
@@ -42,6 +43,7 @@ import {
   TestingRunsDataSource,
 } from '../data_source/testing';
 import {RunsEffects} from './index';
+import {ColumnHeaderType} from '../../widgets/data_table/types';
 
 function createRun(override: Partial<Run> = {}) {
   return {
@@ -947,4 +949,50 @@ describe('runs_effects', () => {
       });
     });
   });
+
+  describe('removeHparamFilterWhenColumnIsRemoved$', () => {
+    beforeEach(() => {
+      effects.removeHparamFilterWhenColumnIsRemoved$.subscribe(() => {});
+    });
+
+    it('dispatches dashboardHparamFilterRemoved when column type is hparam', () => {
+      action.next(
+        actions.runsTableHeaderRemoved({
+          header: {
+            type: ColumnHeaderType.HPARAM,
+            name: 'some_hparam',
+            enabled: true,
+            displayName: 'Some Hparam',
+          },
+        })
+      );
+      store.refreshState();
+
+      expect(actualActions).toEqual([
+        hparamsActions.dashboardHparamFilterRemoved({
+          name: 'some_hparam',
+        }),
+      ]);
+    });
+
+    it('dispatches dashboardMetricFilterRemoved when column type is metric', () => {
+      action.next(
+        actions.runsTableHeaderRemoved({
+          header: {
+            type: ColumnHeaderType.METRIC,
+            name: 'some_metric',
+            enabled: true,
+            displayName: 'Some Metric',
+          },
+        })
+      );
+      store.refreshState();
+
+      expect(actualActions).toEqual([
+        hparamsActions.dashboardMetricFilterRemoved({
+          name: 'some_metric',
+        }),
+      ]);
+    });
+  });
 });
diff --git a/tensorboard/webapp/widgets/data_table/types.ts b/tensorboard/webapp/widgets/data_table/types.ts
index a1e1814c74..22037d5a8e 100644
--- a/tensorboard/webapp/widgets/data_table/types.ts
+++ b/tensorboard/webapp/widgets/data_table/types.ts
@@ -39,6 +39,7 @@ export enum ColumnHeaderType {
   MEAN = 'MEAN',
   RAW_CHANGE = 'RAW_CHANGE',
   HPARAM = 'HPARAM',
+  METRIC = 'METRIC',
   CUSTOM = 'CUSTOM',
 }