Hmm... it sounds like it may be the battery itself. Try rebooting the tablet and see if it effects it. If not, I would look into replacing the battery. You can do it yourself, if you feel comfortable doing so, and probably find a few videos online that can walk you through it. If not I would try a local tech or repair place.
Unless it is under warranty still, then you should check with the manufacturer.