Listen to Autumn Leaves online. Autumn Leaves is an Instrumental language song and is sung by Vince Guaraldi. Autumn Leaves, from the album The Dinner Party, Vol. 17 - Smooth Sounds for Elegant Evenings, was released in the year 2025. The duration of the song is 4:25. Download Instrumental songs online from JioSaavn.