Listen to Come Softly to Me online. Come Softly to Me is an English language song and is sung by The Fleetwoods. Come Softly to Me, from the album The Fleetwoods Greatest Hits, was released in the year 2013. The duration of the song is 2:26. Download English songs online from JioSaavn.