Castle Rock Point is a cape located in Marion County, Tennessee. It appears on the South Pittsburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,581.36 feet (482.00 m) above sea level. The nearest populated place is Jasper, approximately 2.1 miles to the S.