Despite the unprecedented therapeutic potential of immune checkpoint antibody therapies, their efficacy is limited partly by the dysfunction of T cells within the cancer microenvironment. Combination therapies with small molecules have also been explored, but their clinical implementation has been met with significant challenges. To search for antitumor immunity activators, the present study developed a cell-based system that emulates cancer-attenuated T cells. The cell-based screening of 232 natural products containing electrophilic reactive functional groups led to the identification of arvenin I, also known as cucurbitacin B 2-O-β-d-glucoside (CuBg), as a plant natural product that activates T cells within the cancer-competitive environment. Chemoproteomic and mechanistic analyses indicated that arvenin I covalently reacts with and hyperactivates MKK3, thereby reviving the mitochondrial fitness of exhausted T cells through the activation of the p38MAPK pathway. In mice, administration of arvenin I enhanced the efficacy of cancer immunotherapy when used alone or in combination with an immune checkpoint inhibitor. These findings highlight the potential of arvenin I as a covalent kinase activator that potentiates antitumor immunity.