Well, if it is at that percentage but won't run at all on battery alone, I would say your battery is giving you false power information and you need a new battery. However, to test that to be sure, try turning off the laptop (not sleep or hibernate but off) and leave it plugged in to charge for a few hours.
Then turn it on and see if the battery shows any progress. If no, you need a new battery.