Check mature and lightweight leeloo OAuth 2.0 Java library: http://leeloo.smartam.net/
It implements draft 10 of OAuth 2.0 specification and help you to build client, authorization and resource server.
It was not tested on an Android platform, but you are welcome to provide a feedback.