Listen to Go Rest High on That Mountain online. Go Rest High on That Mountain is an English language song and is sung by Brandon McPhee. Go Rest High on That Mountain, from the album The Brandon McPhee Experience, was released in the year 2020. The duration of the song is 3:22. Download English songs online from JioSaavn.