Patients receive oral erlotinib once daily and oral celecoxib twice daily on days 1-28. Treatment repeats every 4 weeks for 2 courses in the absence of disease progression or unacceptable toxicity. Patients with stable or responding disease may continue treatment beyond 2 courses at the investigator's discretion.