Blue Hole Spring is a spring located in Jefferson County, Tennessee. It appears on the White Pine USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,164.70 feet (355.00 m) above sea level. The nearest populated place is Kimbrough Crossroad, approximately 1.4 miles to the WSW.