The results showed that αPD‐L1 reversed TAM/M2 polarization by suppressing STAT3 phosphorylation in TAM/M2, therapy inhibiting NSCLC cell migration, angiogenesis, EMT process and stemness. This evidence concerns the gene STAT3 and non-small cell lung carcinoma.