Listen to Autumn Leaves online. Autumn Leaves is an English language song and is sung by Dorothy Donegan. Autumn Leaves, from the album Famous Hits by Dorothy Donegan, was released in the year 2014. The duration of the song is 2:12. Download English songs online from JioSaavn.