diff --git a/deluge/ui/gtk3/glade/create_torrent_dialog.ui b/deluge/ui/gtk3/glade/create_torrent_dialog.ui
index c27a4b866..0166e2d0b 100644
--- a/deluge/ui/gtk3/glade/create_torrent_dialog.ui
+++ b/deluge/ui/gtk3/glade/create_torrent_dialog.ui
@@ -810,6 +810,7 @@
                     <property name="receives_default">True</property>
                     <property name="use_underline">True</property>
                     <signal name="clicked" handler="on_button_cancel_clicked" swapped="no"/>
+                    <accelerator key="Escape" signal="clicked"/>
                   </object>
                   <packing>
                     <property name="expand">False</property>