Listen to Hey Baby Let's Go Down Town online. Hey Baby Let's Go Down Town is an English language song and is sung by Joe Therrien Jnr. and His Rockets. Hey Baby Let's Go Down Town, from the album 100 Rock Hits 50', was released in the year 2010. The duration of the song is 2:14. Download English songs online from JioSaavn.