Listen to When Mothers of Salem online. When Mothers of Salem is an English language song and is sung by Derek and Elaine. When Mothers of Salem, from the album Jesus Loves Me, was released in the year 2014. The duration of the song is 3:33. Download English songs online from JioSaavn.