You will take the chemotherapy drug erlotinib hydrochloride by mouth as a tablet once a day. Your doctor will tell you whether you will take erlotinib hydrochloride during the first 3 weeks of radiation therapy only, or during the whole time you are getting radiation therapy, up to 6 weeks.