Rural Home Health Payment Fairness Act of 2003 - Amends title XVIII (Medicare) of the Social Security Act to direct the Secretary of Health and Human Services to increase payment by ten percent for home health services furnished in a rural area on or after April 1, 2003; but prohibits the Secretary from reducing the standard prospective payment system amount (or amounts) applicable to such services furnished during a period to offset the payment increase resulting from such requirement.