Lupu's first wife was the cellist Elizabeth Wilson (born 1947), daughter of diplomat Sir (Archibald) Duncan Wilson, whom he married in 1971. He currently resides in Lausanne, Switzerland with his current wife Delia, a violinist in the Orchestre de Chambre de Lausanne.