Listen to Lover, Come Back to Me online. Lover, Come Back to Me is an English language song and is sung by Mildred Bailey. Lover, Come Back to Me, from the album The Only Jazz Album You'll Ever Need, was released in the year 2014. The duration of the song is 3:13. Download English songs online from JioSaavn.