Delete songs from iTunes but they return next time I load iTunes.
The songs are deleted from iCloud.
Are you using iTunes Match? Also when you sync with iTunes on your desktop are making sure you uncheck mark that album so it doesn't sync it to your iPad again?
See if turning off automatic music download solves the problem. Settings>Store
Retrieving data ...