Burton was born in Greensboro, Alabama to Walter Scott Burton, Jr. and Hortense Mobley Burton.
Burton began his artistic career at the Washington Workshop of the Arts in the mid-1950s, before progressing to the Hans Hofmann School of Fine Arts in Provincetown, Massachusetts.