Mitochondrial dysfunction features prominently in tauopathies. The mechanistic link between tau and mitochondria remains uncertain. Li et al. show that tau enters mitochondria and interacts with complex I subunit NDUFS3 to promote reverse electron transport (RET) in Drosophila, mouse, and human iPSC models of tauopathies. Inhibition of RET offers neuroprotection.