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 100 Best Rock and Roll Music Hits from 50s & 60s (Remastered), was released in the year 2016. The duration of the song is 2:19. Download English songs online from JioSaavn.