Listen to Love Me Or Leave Me online. Love Me Or Leave Me is an Unknown language song and is sung by Gerry Mulligan. Love Me Or Leave Me, from the album Greatest Hits Series--Gerry Mulligan, was released in the year 1997. The duration of the song is 4:38. Download Unknown songs online from JioSaavn.