Rock House Spring is a spring located in Carter County, Tennessee. It appears on the Johnson City USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,688.80 feet (514.75 m) above sea level. The nearest populated place is Okolona Estates, approximately 0.9 miles to the N.