Listen to Autumn Leaves online. Autumn Leaves is an English language song and is sung by Roy and Rosemary. Autumn Leaves, from the album Once Upon a Dream, was released in the year 2012. The duration of the song is 4:21. Download English songs online from JioSaavn.