Listen to Autumn Leaves online. Autumn Leaves is an English language song and is sung by The Dennis Wilson Quartet. Autumn Leaves, from the album Jazzin' & Loungin', Vol. 2, was released in the year 2015. The duration of the song is 2:20. Download English songs online from JioSaavn.