Patients receive oral erlotinib hydrochloride once daily for up to 2 years in the absence of disease progression or unacceptable toxicity. Beginning on week 3, patients receive docetaxel IV over 1 hour once a week and radiotherapy (may be intensity-modulated) once daily for 8 weeks in the absence of disease progression or unacceptable toxicity.