diff --git a/pkg/schedule/schedulers/scheduler_controller.go b/pkg/schedule/schedulers/scheduler_controller.go
index 4d72699b0feb..ab4a6d32a93d 100644
--- a/pkg/schedule/schedulers/scheduler_controller.go
+++ b/pkg/schedule/schedulers/scheduler_controller.go
@@ -41,6 +41,7 @@ var denySchedulersByLabelerCounter = labeler.LabelerEventCounter.WithLabelValues
 type Controller struct {
 	sync.RWMutex
 	wg      sync.WaitGroup
+	wgLock  sync.Mutex
 	ctx     context.Context
 	cluster sche.SchedulerCluster
 	storage endpoint.ConfigStorage
@@ -67,7 +68,9 @@ func NewController(ctx context.Context, cluster sche.SchedulerCluster, storage e
 
 // Wait waits on all schedulers to exit.
 func (c *Controller) Wait() {
+	c.wgLock.Lock()
 	c.wg.Wait()
+	c.wgLock.Unlock()
 }
 
 // GetScheduler returns a schedule controller by name.
@@ -184,7 +187,10 @@ func (c *Controller) AddScheduler(scheduler Scheduler, args ...string) error {
 		return err
 	}
 
+	c.wgLock.Lock()
 	c.wg.Add(1)
+	c.wgLock.Unlock()
+
 	go c.runScheduler(s)
 	c.schedulers[s.Scheduler.GetName()] = s
 	c.cluster.GetSchedulerConfig().AddSchedulerCfg(s.Scheduler.GetType(), args)
@@ -320,7 +326,11 @@ func (c *Controller) IsSchedulerExisted(name string) (bool, error) {
 
 func (c *Controller) runScheduler(s *ScheduleController) {
 	defer logutil.LogPanic()
-	defer c.wg.Done()
+	defer func() {
+		c.wgLock.Lock()
+		c.wg.Done()
+		c.wgLock.Unlock()
+	}()
 	defer s.Scheduler.Cleanup(c.cluster)
 
 	ticker := time.NewTicker(s.GetInterval())