Latham Lake is a lake located in Alamance County, North Carolina. It appears on the Mebane USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 566.14 feet (172.56 m) above sea level. The nearest populated place is Florence Town, approximately 1.1 miles to the SW.