Listen to Peter Gunn Theme online. Peter Gunn Theme is an English language song and is sung by The Silencers. Peter Gunn Theme, from the album Rock & Roll Enforcers, was released in the year 2013. The duration of the song is 2:24. Download English songs online from JioSaavn.