Walnut Grove Spring is a spring located in Dickson County, Tennessee. It appears on the Dickson USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 673.79 feet (205.37 m) above sea level. The nearest populated place is Williamsville (historical), approximately 2.0 miles to the NW.