Listen to Lover Come Back to Me online. Lover Come Back to Me is an English language song and is sung by Dizzy Gillespie. Lover Come Back to Me, from the album 50 Canciones de Dizzy Gillespie, was released in the year 2013. The duration of the song is 3:33. Download English songs online from JioSaavn.