diff --git a/qutebrowser/widgets/completion.py b/qutebrowser/widgets/completion.py
index 5412c554a..f570e6c1e 100644
--- a/qutebrowser/widgets/completion.py
+++ b/qutebrowser/widgets/completion.py
@@ -74,12 +74,16 @@ class CompletionView(QTreeView):
                 {color[completion.category.border.bottom]};
         }}
 
-        QTreeView::item:selected {{
+        QTreeView::item:selected, QTreeView::item:selected:hover {{
             border-top: 1px solid {color[completion.item.selected.border.top]};
             border-bottom: 1px solid
                 {color[completion.item.selected.border.bottom]};
             {color[completion.item.selected.bg]}
         }}
+
+        QTreeView:item::hover {{
+            border: 0px;
+        }}
     """
     COLUMN_WIDTHS = (20, 70, 10)