what are you charging with? If via usb using a windows computer, that may the problem - the usb ports frequently don't provide enough power.
And if fully dead, how long does it take to recharge (keeping it off). If a very long time, you might try using a different cable or charger as a test. Otherwise the device may need attention at the Apple Store.