This is a single-arm, open-label, one center, dose escalation clinical study, to determine the safety and efficacy of infusion of autologous T cells engineered to express chimeric antigen receptor targeting mesothelin in adult patients with mesothelin positive, recurrent or metastatic malignant tumors.