In the early 1980s, Stansfield was engaged to then boyfriend Simon LeBon, the lead singer of the band Duran Duran. While still with Stansfield, he wooed model Yasmin Parvaneh. Even as magazines speculated on a possible wedding with Stansfield, LeBon and Parvaneh married in 1985.