Below is a screenshot of the context menu that is displayed when I right mouse click over a torrent:

So, when I then click on Open Folder, what I expect to see is some file browser (e.g., under GNOME it should be Nautilus or something). But instead it opens up Audacious which is a music playing and editing app. So I looked under Preferences but did not find any setting to change the application to use.
Where do I change this to open up the file browser instead?
This is the version reported by deluge installed by Debian package manager:
deluge: 1.3.3
Thanks,
-bgoodr