Listen to Keep a Song in Your Soul online. Keep a Song in Your Soul is an English language song and is sung by Fletcher Henderson. Keep a Song in Your Soul, from the album The Anthologies: Come on Baby (Fletcher Henderson Collection), was released in the year 2016. The duration of the song is 3:13. Download English songs online from JioSaavn.