Hearing Health Accessibility Act of 2003 - Amends title XVIII (Medicare) of the Social Security Act to provide for direct access to qualified audiologists for Medicare beneficiaries and the coverage of audiology services as a Medicare part B (Supplementary Medical Insurance) medical service.