Reed was bisexual. He was married to Betty Reed from 1973 until they divorced in 1978. Then he was married to Sylvia Morales from 1980 until they divorced in 1994. Then he was married to Laurie Anderson, the performance artist and musician, from 2008 until his death in 2013. Reed had no children.