Caught Red Handed Derviation?

Hi folks, I am interested in knowing the origins and derivation of the phrase, "caught red handed". In particular, I am interested in knowing if it is a reference to bloodied hands in the act of committing a crime or whether there is some reference implied about native americans committing crimes. Thanks, Josje.