In present study, we demonstrated that DNA demethylation induced by low‐dose DAC could regulate M2 macrophage polarization in a PPARγ‐dependent way via suppressing NLRP3 inflammasome in ITP patients. Here, NLRP3 is linked to autoimmune thrombocytopenic purpura.