Listen to Must Be Falling in Love online. Must Be Falling in Love is an English language song and is sung by Little Anthony and The Imperials. Must Be Falling in Love, from the album Over the Rainbow, was released in the year 2014. The duration of the song is 2:11. Download English songs online from JioSaavn.