Alzheimer’s disease (AD) is a progressive neurodegenerative disease characterized by memory loss and multiple cognitive impairments. Several decades of intensive research have shown that multicellular changes are involved in AD’s development and progression, including mitochondrial damage, synaptic dysfunction, formation and accumulation of beta-amyloid (Aβ), formation and accumulation of hyperphosphorylated tau protein, and loss of neurons in patients with this disease. Among them, mitochondrial dysfunction and synaptic damage are the primary manifestations in the disease process. Recent studies have also shown that defective mitophagy caused by Aβ and tau protein are the main indicators in AD’s pathogenesis. This review includes an overview of recent researches on the role of mitochondria in AD development. The review summarizes several aspects of mitochondrial dysfunction, including abnormal mitochondrial dynamics, changes in mitochondrial DNA, and calcium dyshomeostasis in AD pathogenesis