The free U2 album was downloaded to my iPod Touch. It does not show up in my iTunes library on the computer. I do not want this album. How do I now delete the songs from my iPod Touch?
You just have to go to the following link, and press the "Delete album" button:
Edit: More info can be found on this official link from Apple.