Proper steps for deleting an album at a time using iTunes & Mac products. Non-Macs follow a different procedure.

1) Pull up the album
2) Hold down either command or shift
3) While clicking on the first track then the last track
4) Release
5) Click delete
6) Move to trash

...and Bob's your uncle!!!
does this look like your uncle Bob?