Abdominal Aortic Aneurysm (AAA) is a life-threatening vascular disease. Despite advancements in understanding the pathogenesis of AAA, significant knowledge gaps persist. Recent evidence increasingly implicates mitochondrial dysfunction as a contributing factor that exacerbates AAA, inducing further expansion of aneurysm, rupture, and subsequent death. This review summarizes the latest research findings and theories associated with AAA pathogenesis, with a particular focus on mitochondrial dysfunction in AAA, including mitochondrial quality control, mitochondrial membrane potential, mitochondrial morphology, oxidation and antioxidation, normal functioning of the respiratory chain, mitochondrial mutations, and the regulation of other mitochondrial signaling pathways. Moreover, we highlight potential medical interventions based on regulating mitochondrial function for AAA treatment.