Listen to Autumn Leaves online. Autumn Leaves is an English language song and is sung by Erroll Garner. Autumn Leaves, from the album Jazz Box (The Jazz Series), was released in the year 2013. The duration of the song is 6:18. Download English songs online from JioSaavn.