diff --git a/mopidy/backends/__init__.py b/mopidy/backends/__init__.py
index eca6ecba..d72e3fc9 100644
--- a/mopidy/backends/__init__.py
+++ b/mopidy/backends/__init__.py
@@ -475,6 +475,9 @@ class BasePlaybackController(object):
         if self.consume:
             self.backend.current_playlist.remove(original_track)
 
+        if self.random:
+            self._shuffled.remove(self.current_track)
+
     def _next(self, track):
         return self._play(track)