Listen to Autumn Leaves online. Autumn Leaves is an English language song and is sung by Mark Stefani and Dennis Marcellino. Autumn Leaves, from the album Jazz Showcase: The Saxophone, Vol. 6, was released in the year 2013. The duration of the song is 3:56. Download English songs online from JioSaavn.