This is a single-arm, open-label, one center clinical study, to determine the safety and efficacy of infusion of autologous T cells engineered to express immune checkpoint antibodies (CTLA-4 and PD-1) and chimeric antigen receptor targeting mesothelin (mesoCAR-T) in adult patients with mesothelin positive, advanced recurrent or refractory malignant solid tumors.