He, Wang, Shen, Dong and colleagues find that unsaturated fatty acids enriched in a black rice diet inhibit amyloid pathology, rescue cognition and restore physiological lifespan in mouse models of Alzheimer’s disease via allosteric activation of GPR120. Here, FFAR4 is linked to early-onset autosomal dominant Alzheimer disease.