Have you tried to give your iPad a reset? Hold down the sleep and home keys until you see the silver apple. Let it reboot and try again.
You may also want to try a different charger. See if you can replicate teh issue. If you can, then there's something going on with your iPad, if you can't then it's probably the charger.