Atherton Island is a island located in San Joaquin County, California. It appears on the Stockton West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4.40 feet (1.34 m) above sea level. The nearest populated place is Country Club, approximately 1.0 miles to the NNE.