This is an investigational study. Erlotinib hydrochloride is FDA approved and commercially available for the treatment of advanced lung cancer and advanced pancreatic cancer. Its use in breast cancer is investigational. Up to 50 patients will take part in this study. All will be enrolled at M. D. Anderson.