How can i delete albums from my Complete My Album menu?

I've deleted albums I no longer listen to from my iTunes library but they are still in the Complete My Album menu. How do I delete them?

via iLounge Forums http://forums.ilounge.com/itunes-related-mac-pc-applications/278172-how-can-i-delete-albums-my-complete-my-album-menu.html