Listen to Autumn Leaves online. Autumn Leaves is an English language song and is sung by Vince Guaraldi Trio. Autumn Leaves, from the album Session To Satisfy, was released in the year 2015. The duration of the song is 4:19. Download English songs online from JioSaavn.