It's called “Unbelievers,” and they debuted it on Jimmy Kimmel Live last night. It was Halloween, so they all dressed up as skeletons. (Vampires would be too obvious.)
The band is currently working on a third album, but there's no word on when it will come out. This song will presumably be on it, though.