Listen to Lover Come Back to Me online. Lover Come Back to Me is an English language song and is sung by Billie Holiday. Lover Come Back to Me, from the album The Jazz-Blues-Swing-Box, was released in the year 2011. The duration of the song is 3:21. Download English songs online from JioSaavn.