Our study supports the idea that shifting M1‐polarized cells toward anti‐inflammatory M2 polarization in alveoli through targeted delivery of PAD2 inhibitor‐AFM41a can alleviate PA‐induced ALI. This evidence concerns the gene PADI2 and acute respiratory distress syndrome.