Listen to Peter Gunn Theme online. Peter Gunn Theme is an English language song and is sung by Ray Anthony Orchestra. Peter Gunn Theme, from the album Dreamers Learn To Steer, was released in the year 2017. The duration of the song is 1:53. Download English songs online from JioSaavn.