Listen to Autumn Leaves online. Autumn Leaves is an English language song and is sung by Frank Sinatra. Autumn Leaves, from the album Frank Sinatra - Songs for Loving Swingers, Vol. 6, was released in the year 2012. The duration of the song is 2:50. Download English songs online from JioSaavn.