ARM I (CLOSED TO ACCRUAL AND INTERVENTION11/25/2014): Patients receive rilotumumab intravenously (IV) over 60-120 minutes on day 1 and erlotinib hydrochloride orally (PO) daily on days 1-21. Courses repeat every 21 days in the absence of disease progression or unacceptable toxicity.