Atlanta is an unincorporated community in the western United States, located in Elmore County, Idaho. It was founded in 1864 during the Civil War as a gold and silver mining community and named by Southerners after a rumored Confederate victory over General Sherman in the Battle of Atlanta, which turned to be wholly false, but the name stuck. Mining activity near Atlanta preceded its establishment as a mining community.