In summary, our findings demonstrate that prolonged HFD consumption exacerbates tau phosphorylation and NLRP3 inflammasome activation in the brain, leading to cognitive decline in 3xTg‐AD mice. The gene discussed is MAPT; the disease is Mental deterioration.