This phase I trial studies the effect of stereotactic body radiation therapy and immunotherapy in treating patients with mesothelioma. Stereotactic body radiation therapy uses special equipment to position a patient and deliver radiation to tumors with high precision. This method may kill tumor cells with fewer doses over a shorter period and cause less damage to normal tissue. Giving stereotactic body radiation therapy and immunotherapy may improve the tumors response to the treatment and decrease side-effects.