Lathan Spring is a spring located in McMinn County, Tennessee. It appears on the Niota USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 892.95 feet (272.17 m) above sea level. The nearest populated place is Marshall Hill, approximately 0.4 miles to the SE.