Listen to Lead Me to That Rock online. Lead Me to That Rock is an English language song and is sung by The Canaanites and Joe Van Loan. Lead Me to That Rock, from the album The Golden Age of Gospel, I'm Tramping, was released in the year 2012. The duration of the song is 2:29. Download English songs online from JioSaavn.