CD4 and neoplasm: We found that the Mg‐CaCO3 exhibited rapid and stable hydrogen release capability in the weak acid TME, reduced pro‐tumor and immune suppressive factor generation of CAFs including Cxcl1 and Cxcl12, and augmented anti‐tumor immune activities of CD4+ T cells.