Blue Lake (formerly, Scottsville) is a city in Humboldt County, California, United States. Blue Lake is located on the Mad River  northeast of Eureka, at an elevation of 131 feet (40 m). The population was 1,253 at the 2010 census, up from 1,135 at the 2000 census.