In this study, we observed that hydrogen treatment could alleviate intracellular reactive oxygen species (ROS) of CAFs, disturb the transcriptional program through down‐regulating nitric oxide synthase (Nos2) expression level, and reverse CAFs’ tumor‐promoting and immune suppressive phenotypes. This evidence concerns the gene NOS2 and neoplasm.