Listen to Autumn Leaves online. Autumn Leaves is an Instrumental language song and is sung by Music Themes Players. Autumn Leaves, from the album Autumn Leaves: Peaceful Instrumental Piano, was released in the year 2012. The duration of the song is 4:12. Download Instrumental songs online from JioSaavn.