Some Boston-area yeshivah students recently saved a man from drowning who they didn't know was a Nazi supporter. In a comment on the story, someone claimed that the Halakhah (i.e. Jewish law) says to let such a non-Jew drown. That doesn't sound right to me; but, I'm having trouble finding a source on the matter.
What do our sources say?