Pepper Spring is a spring located in Otero County, New Mexico. It appears on the Bluff Springs USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 8,559.47 feet (2,608.93 m) above sea level. The nearest populated place is Crisp, approximately 2.0 miles to the ESE.