Dong et al. demonstrate that targeting arginine N-methyltransferase 9 (PRMT9) inhibits cancer stem cells in the context of acute myeloid leukemia via type I interferon-associated immunity. Furthermore, they show that PRMT9 inhibition synergizes with anti-programmed cell death protein 1.