Note: It may take a few minutes for the album to disappear from your iCloud account on your iPhone.

If you are using iOS 8, open the Music app, select the “Albums” section, and swipe Songs of Innocence from right to left. Tap the Delete button that appears. If you are using iOS 7, open the Music app, open the album, and then swipe and delete each individual song until all the songs on the album have been removed.

Tap Settings. Tap “iTunes & App Store”. Tap your Apple ID. Tap “Sign Out” Re-enter your Apple ID information. Tap “Sign In”.

Tap the Settings app on your iPhone, tap “iTunes & App Stores”, and toggle the iTunes Match slider off. Connect your iPhone to your computer. Open iTunes if it doesn’t launch. Select your iPhone from the Devices menu. Click the “Music” tab. Ensure that “Sync Music” is checked. Double check that the U2 album is not in your list of music to be synced. Make at least one change to the synced music, and click Apply.