Gaines was born and brought up in the Borough Park section of Brooklyn, New York and attended Erasmus Hall High School and New York University, where he studied with film director Martin Scorsese.
He graduated near the bottom of his class at Erasmus Hall, and flunked out of Temple University, in Philadelphia, Pennsylvania.