Elucidating the virulence mechanisms of A. baumannii is essential for developing strategies to mitigate pathogenicity. Although high-virulent strains are associated with increased mortality rate in severely infected patients, the underlying mechanisms remains not well understood. Our analysis revealed leucine as a pivotal biomarker, with the 11dP and paaK being significant contributors to virulence. The ATP-dependent activity and antioxidant activity were identified as the most important pathways in distinguishing the virulence of A. baumannii. Exogenous leucine was found to modulate mitochondria dysfunction and oxidative stress, thereby diminishing the pathogenicity of A. baumannii towards Beas 2B cells. Moreover, leucine reduced the virulence of A. baumannii to Galleria mellonella (G. mellonella) and alleviated pathological damage to lung tissues in mice. Our study offers a novel treatment strategy based on metabolomics, which may assist in the exploration and management of infections caused by highly virulent pathogens. It sets a new course for reducing the impact of highly virulent A. baumannii infections and has significant implications for the development of future therapeutic interventions.