Burns was born on July 29, 1953 in Brooklyn, New York City, New York His ancestors owned slaves, and one was a Confederate soldier. He studied at Hampshire College. Burns was married to Amy Stechler from 1982 until they divorced in 1993. He married Julie Deborah Brown in 2003, and in 2017 they were still marrie..