Listen to Jeepers Creepers online. Jeepers Creepers is an English language song and is sung by The Mills Brothers. Jeepers Creepers, from the album Brothers 'Til the End, was released in the year 2008. The duration of the song is 2:34. Download English songs online from JioSaavn.