Also try placing the iPod in recovery mode and then try to restore the iPod via iTunes. For recovery mode see:
Then it is time to make an appointment at the Genius Bar of an Apple store.
You can also look at this ongoing discussion on iPod not turning on. It has twelve pages of replies.