Pearson Spring is a spring located in Rusk County, Texas. It appears on the New Salem USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 394.15 feet (120.14 m) above sea level. The nearest populated place is New Salem, approximately 0.2 miles to the WNW.