Listen to Autumn Leaves online. Autumn Leaves is an English language song and is sung by Diana Ross & The Supremes. Autumn Leaves, from the album Supreme Rarities: Motown Lost & Found, was released in the year 2008. The duration of the song is 3:24. Download English songs online from JioSaavn.