Rice Farmer Fairness Act of 2003 - Amends the Farm Security and Rural Investment Act of 2002 to require, as a condition on the receipt of direct or counter-cyclical payments for rice produced in Texas by tenants or sharecroppers, that the producers on the farm agree to retain the rice cropland in production or cropping rotation for the next year.