My favorite is MPD plus NCMPCPP but that is through the command line/terminal so that is maybe not your cup of coffee. but it is EXTREMELY fast and minimal. As minimal as it can get!
Also, if you want to keep things even more simple. http://herrie.info/
(another favorite player of mine is Tomahawk)