Listen to Lover Come Back To Me online. Lover Come Back To Me is an Unknown language song and is sung by Dizzy Gillespie and His Orchestra. Lover Come Back To Me, from the album Jazz on a Winters Night, was released in the year 2010. The duration of the song is 3:35. Download Unknown songs online from JioSaavn.