Listen to The Peter Gunn Theme online. The Peter Gunn Theme is an English language song and is sung by King Curtis. The Peter Gunn Theme, from the album Nearly Invisible, was released in the year 2015. The duration of the song is 2:53. Download English songs online from JioSaavn.