The purpose of the study is to test the safety of an experimental drug called OSI-906 when combined with pemetrexed at different dose levels and to find out the optimal doses of the two drugs that can be given as a combination. Pemetrexed has been widely used for treatment of certain solid organ tumors and is effective and approved for use in treatment of lung cancer and mesothelioma.