I'm using the latest version of iTunes, and this is how it works for me:
1. Select an album (I have mind set on "album view" so this is a matter of clicking once on one of the album covers.
2. Holding the shift key, select as many other albums as you wish to purge.
3. Right-click on any one of them, choose "delete" (or press the delete key) and then confirm.