I have a Surface RT and the battery stopped charging. Eventually, it completely drained and was no longer useable. The charger was definitely working but connecting the charger to the Surface RT did not allow functionality.
Disconnecting and reconnecting the battery solved my issue. RT now is working. Thanks! This helped me avoid replacing the power supply.