The findings indicated that SIRT5 desuccinylated and activated RAB7A at the K31 residue to rescue the cadmium‐provoked Alzheimer's disease progression by restoring the autophagic flux, and identified potential targets for the treatment of environmental contaminant‐associated brain degeneration. Here, SIRT5 is linked to early-onset autosomal dominant Alzheimer disease.