In the current study, we report that Drp1 loss-mediated mitochondrial abnormalities promote synaptic damage in HFD/STZ-induced diabetic brain, which is especially susceptible to oxidative stress and neuroinflammation. Here, DNM1L is linked to diabetes mellitus.