Employee Leasing Organization Act of 2003 - Amends the Internal Revenue Code to provide that employee leasing organizations are considered employers for purposes of: (1) income tax withholding; (2) the federal unemployment tax; (3) the federal insurance contributions tax; (4) life and health insurance; and (5) 401(k) contributions, and etc.