Listen to Autumn Leaves online. Autumn Leaves is an English language song and is sung by The Mills Brothers. Autumn Leaves, from the album Cocktail Lounge Songs of 1950, was released in the year 2016. The duration of the song is 2:20. Download English songs online from JioSaavn.