Catalyzes the reduction of 2-oxoglutarate to 2-hydroxyglutarate. (R)-2-hydroxyglutarate + NAD(+) = 2-oxoglutarate + H(+) + NADH kcat is 290000 sec(-1). Belongs to the D-isomer specific 2-hydroxyacid dehydrogenase family.