AIDS Corps Act of 2003 - Directs the President to establish a pilot program to demonstrate the feasibility of facilitating the service of health care professionals from the United States in those areas of sub-Saharan Africa and other parts of the world that are severely affected by HIV/AIDS, tuberculosis, and malaria.