Listen to Crazy Little Thing Called Love online. Crazy Little Thing Called Love is an English language song and is sung by Navy Gravy. Crazy Little Thing Called Love, from the album Spring Cleaning Hits, Vol.1, was released in the year 2015. The duration of the song is 2:33. Download English songs online from JioSaavn.