WEBDec 17, 2003 · DeKalb County, a large urban county and a center for education in the Atlanta metropolitan area, was the home county for Atlanta until 1853, when Fulton County was established. DeKalb was created in 1822 from portions of Henry, Gwinnett, and Fayette counties.