Rockhouse Seep is a spring located in Hidalgo County, New Mexico. It appears on the Pyramid Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,841.40 feet (1,475.66 m) above sea level. The nearest populated place is Leitendorf (historical), approximately 2.9 miles to the NW.