Listen to Peter Rabbit online. Peter Rabbit is an English language song and is sung by Gene Kelly. Peter Rabbit, from the album Fifty Movie Favourites, was released in the year 2010. The duration of the song is 10:37. Download English songs online from JioSaavn.