Cave Branch is a stream located in Scott County, Tennessee. It appears on the Fork Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,332.02 feet (406.00 m) above sea level. The nearest populated place is Newland (historical), approximately 1.0 miles to the ENE.