"I'm not too sure about those, but if you check the artificial horizon in the Mission Planner, is it moving even when the quad is still?"

"I'm not an expert, but maybe this will help... This reminded me of this page in the manual. It sounds like the dim LED's signify that the APM board i not being powered properly. Maybe the voltage regulator or diode on the APM are not working…"