This is an investigational study. RAD001 is FDA approved and commercially available for the treatment of certain types of breast cancer. Erlotinib hydrochloride is FDA approved and commercially available for the treatment of advanced non-small cell lung carcinoma (NSCLC) and advanced pancreatic cancer. The use of this drug combination for the treatment of HNSCC is investigational.