Cave Branch is a stream located in Scott County, Tennessee. It appears on the Huntsville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,151.57 feet (351.00 m) above sea level. The nearest populated place is Winona, approximately 1.7 miles to the E.