Anderson, whose district includes Savannah, says the job was too time-consuming. His term was to expire in 2013.
Anderson, who runs a fertilizer company, was named to the board in 2005.
He was part of a one-vote majority that chose Gena Evans as DOT commissioner. Evans was Gov. Sonny Perdue's choice for the job