Ipad Air totally unresponsive
Typically, you still follow the traditional steps which does let you charge it for at least 30 minutes just to be sure the battery indication wasn't stuck at an incorrect reading:


http://support.apple.com/kb/TS3274


If none of the steps there work, you'll need to take it in for hardware service or a replacement.