Listen to Autumn Leaves online. Autumn Leaves is an English language song and is sung by Frank Sinatra. Autumn Leaves, from the album The Sunday Morning Collection, was released in the year 2015. The duration of the song is 2:51. Download English songs online from JioSaavn.