The invention discloses an immune cell capable of simultaneously expressing a fusion protein of an intracellular truncated TGF-beta receptor and a cytokine intracellular stimulation domain and a chimeric antigen receptor on a cell membrane. The immune cell can enhance the proliferation capacity of the cell, reduce the influence of a tumor microenvironment, enhance the tumor killing activity of the CAR-T cell and reduce the depletion under the condition of receiving antigen stimulation, so that the negative regulation of the tumor microenvironment on the immune cell is weakened, the depletion of the immune cell is reduced, the tumor killing function of the immune cell is enhanced, and the inhibition of the tumor microenvironment on the immune cell is reduced; by combining with cell factor receptors, corresponding JAK and STAT signal channels are activated, the cells are induced to secrete various active substances such as IFN-gamma, perforin and granzyme, the growth of tumor cells is inhibited, the anti-tumor capability is enhanced, the killing function of immune cells is optimized, and the inhibition of a tumor microenvironment on the immune cells is reduced.