Listen to Lover Come Back to Me online. Lover Come Back to Me is an English language song and is sung by Billie Holiday and Her Lads of Joy. Lover Come Back to Me, from the album 100 the Lady Is a Tramp (10x10 Best Female Jazz Singers of All Time), was released in the year 2012. The duration of the song is 3:13. Download English songs online from JioSaavn.