These data showed that acacetin attenuates the development of atherosclerosis in Western diet‐fed apoE‐/‐ mice by driving a pro‐repair M2‐polarized macrophage phenotype through the activation of Nrf2 and MsrA in the lesions. Here, APOE is linked to atherosclerosis.