MicroRNAs (miRNAs) have been shown as an important regulator in the pathologies of acute lung injury (ALI). However, the potential effect of miRNA-based therapeutic studies in ALI remains poorly understood. We assessed the effect of antisense oligonucleotides (ASOs) against miR-155 on the development of ALI using a murine ALI model. We found that miR-155 ASO treatment could enhance the recovery of ALI as evidenced by accelerated body weight back, reduced level of bronchoalveolar lavage (BAL) protein and proinflammatory cytokines, and reduced number of BAL cells. Adoptive cell transfer assay in RAG1−/− mice showed that CD4+CD25+ regulatory T cells (Tregs) mediated the enhanced recovery of ALI. Mechanistic evidence showed that enhanced expansion of Tregs in vivo, dominantly induced by IL-10–secreting M2-like macrophages, was critical for their elevated proportion in miR-155 ASO-treated ALI mice. Finally, we report that C/EBPβ, a target molecule of miR-155, was upregulated and associated with IL-10 secretion and M2-like phenotype of macrophages. These data provided a previously unknown mechanism for miRNA-based therapy against ALI, which could ultimately aid the understanding of recovery of ALI and the development of new therapeutic strategies against clinical inflammatory lung disease.