Listen to It Must Have Been Love online. It Must Have Been Love is an English language song and is sung by Roxette. It Must Have Been Love, from the album The Very Best Of New Woman, was released in the year 2013. The duration of the song is 4:19. Download English songs online from JioSaavn.