OSI-906 is a new agent that inhibits the insulin-like growth factor receptor pathway. Targeting this pathway appears to be a promising strategy to treat cancer based on laboratory studies. The present study will test if this agent can be administered safely in combination with pemetrexed, a commonly used chemotherapeutic agent.