This phase II trial is studying how well PXD101 works as second-line therapy in treating patients with malignant mesothelioma of the chest that cannot be removed by surgery. PXD101 may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth and by blocking blood flow to the tumor.