Rockhouse Spring is a spring located in Hidalgo County, New Mexico. It appears on the Engine Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,452.30 feet (1,357.06 m) above sea level. The nearest populated place is Wheeler Place, approximately 9.8 miles to the SSW.