Blue Hole is a spring located in Guadalupe County, New Mexico. It appears on the Santa Rosa USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,598.00 feet (1,401.47 m) above sea level. The nearest populated place is Santa Rosa, approximately 0.5 miles to the W.