A process for producing rice flour, which comprises the steps of soaking material rice grains in water, crushing the resulting rice grains, penetrating .alpha.,.alpha.-trehalose or maltitol into the rice grains, partially drying the resulting rice grains, and milling the partially dried rice grains; rice flours obtainable by the process; and uses thereof for producing bakery products and noodles.