Catalysis of the transfer of alpha-ketoglutarate from one side of the membrane to the other. Alpha-ketoglutarate (or oxoglutarate) is a compound with important roles in carbohydrate and amino acid metabolism, especially in transamination reactions and as a component of the TCA cycle.