diff --git a/source/css/_common/components/post/post-body.styl b/source/css/_common/components/post/post-body.styl
index d8462295b..ebc06af03 100644
--- a/source/css/_common/components/post/post-body.styl
+++ b/source/css/_common/components/post/post-body.styl
@@ -46,7 +46,8 @@
   }
 
   // https://github.com/hexojs/hexo-renderer-marked/pull/264
-  img + figcaption, .fancybox + figcaption {
+  // https://github.com/next-theme/hexo-next-exif
+  figure:not(.highlight) figcaption {
     color: $grey-dark;
     font-size: $font-size-small;
     font-weight: bold;
diff --git a/source/css/_common/outline/mobile.styl b/source/css/_common/outline/mobile.styl
index 264305417..47d2beff4 100644
--- a/source/css/_common/outline/mobile.styl
+++ b/source/css/_common/outline/mobile.styl
@@ -53,7 +53,7 @@ if (hexo-config('mobile_layout_economy')) {
       }
 
       // Fix issue #641
-      img + figcaption, .fancybox + figcaption {
+      figure:not(.highlight) figcaption {
         margin: -5px auto 15px !important;
       }
 
diff --git a/source/css/_common/scaffolding/highlight/index.styl b/source/css/_common/scaffolding/highlight/index.styl
index 3115966b8..284456b9c 100644
--- a/source/css/_common/scaffolding/highlight/index.styl
+++ b/source/css/_common/scaffolding/highlight/index.styl
@@ -120,7 +120,7 @@ figure.highlight {
 }
 
 // See https://github.com/hexojs/hexo-util/pull/229
-pre .caption, pre figcaption {
+pre .caption {
   @extend $figcaption;
   margin-bottom: 10px;
 }