Listen to Go Rest High On That Mountain online. Go Rest High On That Mountain is an English language song and is sung by Vince Gill. Go Rest High On That Mountain, from the album Country Music, was released in the year 2021. The duration of the song is 5:14. Download English songs online from JioSaavn.