This study will be conducted using a phase I/II trial design to assess the efficacy and safety of the CTLA-4 and PD-1 antibodies expressing mesothelin-CAR-T (mesoCAR-T) for patients with mesothelin positive, advanced recurrent or refractory malignant solid tumors. MesoCAR-T can specificly and effectively kill the mesothelin positive cancer cells, CTLA-4 and PD-1 antibodies are secreted from the CAR-T cells could improve immunosuppression microenvironment, new CAR-T cells contain the advantages of CAR-T and immune checkpoint inhibitor, which is a promising therapeutic method for advanced solid tumors.