No Social Security for Illegal Immigrants Act of 2003 - Amends title II (Old Age, Survivors and Disability Insurance) (OASDI) of the Social Security Act to exclude from creditable wages and self-employment income any wages earned for services by aliens illegally performed in the United States and self-employment income derived from a trade or business illegally conducted in the United States.