Listen to It Must Have Been Love online. It Must Have Been Love is an English language song and is sung by Rose Brown. It Must Have Been Love, from the album A Little Bit of Love, was released in the year 2012. The duration of the song is 4:34. Download English songs online from JioSaavn.