Abstract Sepsis‐induced immunosuppression is related to increased susceptibility to secondary infections and death. Lung is the most vulnerable target organ in sepsis, but the understanding of the pulmonary immunosuppression state is still limited. Here, single‐cell RNA sequencing of bronchoalveolar lavage fluid (BALF) is performed to map the landscape of immune cells, revealing a neutrophil‐driven immunosuppressive program in the lungs of patients with immunosuppressive sepsis. Although immunosuppressive genes are upregulated in different immune cells, only neutrophils dramatically increase in the BALF of patients in immunosuppressive phase of sepsis. Five neutrophil subpopulations in BALF are identified, among which CXCR2 + and CD274 ( PD‐L1 coding gene) + IL1RN + neutrophil subpopulations increased significantly during septic immunosuppression. Interestingly, a developmental trajectory from CXCR2 + to CD274 + IL1RN + neutrophil subpopulation is disclosed. Moreover, the therapeutic effect of CXCR2 blockade is observed on the survival of septic mice, along with a decreased number of PD‐L1 + neutrophils. Taken together, the CXCR2 + neutrophil subpopulation is discovered as a contributor to immunosuppression in sepsis and identified it as a potential therapeutic target in sepsis treatment.