Rockhouse Creek is a stream located in Harlan County, Kentucky. It appears on the Pennington Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,756.34 feet (535.33 m) above sea level. The nearest populated place is Holmes Mill, approximately 0.3 miles to the ESE.