Slipping the teller a note that read, "This is a robbery and not a joke," the man accused of robbing a Key West bank Wednesday got away -- temporarily -- with $5,356 in various denominations of cash, according to the arrest affidavit.

But his ill-gotten wealth was shortlived, as police officers nabbed the robber in about three hours, finding their suspect inside...