Listen to Itchy Feet online. Itchy Feet is an English language song and is sung by Rex Jennings and The Mid-Western All Stars. Itchy Feet, from the album Hoosier Daddy: Mar-Vel' and the Birth of Indiana Rockabilly, was released in the year 2014. The duration of the song is 2:25. Download English songs online from JioSaavn.