Customs Business Fairness Act of 2003 - Amends Federal bankruptcy law governing priority among claims and expenses to place in the tenth order of priority any allowed unsecured claims of customs brokers for duties, taxes, or other charges paid to the United States Customs Service on behalf of the debtor that arise out of the importation of merchandise entered for consumption within one year before the filing date of the bankruptcy petition.