 Turner was born in Warrenton, North Carolina as the son of future North Carolina Governor James Turner.He graduated from the United States Military Academy in 1814, and served in the War of 1812 as an assistant engineer with the rank of second lieutenant.As a result of the US Army's post-war reduction, he resigned in May 1815.