Become a MacRumors Supporter for $50/year with no ads, ability to filter front page stories, and private forums.
You can only delete those that were created in iOS, in iOS. If you synced them there from iTunes then you need to deselect the album in iTunes.
 
Register on MacRumors! This sidebar will go away, and you'll see fewer ads.