Have you tried a hard reset yet? To do this, press and hold both the Select (Center) and Menu buttons together long enough for the Apple logo to appear.
Otherwise, plug your iPod into an external power source such as your computer and let it charge for at least 30 minutes. If the iPod doesn't come on, try another reset of it with it still plugged in.
The last possibility is a dead battery that is in need of replacement.