Background: Immune checkpoint inhibitors (ICIs) have become the standard treatment for patients with advanced non-small cell lung cancer (NSCLC). However, the safety and efficacy of ICIs in severe advanced NSCLC patients with poor performance status (PS) are still unclear.Methods: In the current study, we report a retrospective case series of three critically ill NSCLC patients with poor PS treated with immunotherapy in our hospital, and discussed these cases with reference to the existing literature and guidelines.Results: Before treatment, the Eastern Cooperative Oncology Group (ECOG) PS scores of all three patients were 4, while programmed cell death protein ligand-1 (PD-L1) was strongly expressed (over 50%).After initiating anti-programmed cell death 1 (PD-1)/PD-L1 agents, the PS score of the three patients improved rapidly to 0-1 in a short time. A Lazarus type response was observed in all patients. There were no grade 3-4 immune-related adverse events (irAEs) in any of the patients, and only one patient developed rash (grade 2 irAE) and hypothyroidism (grade 2 irAE). The best response across all three patients was partial response (PR). As of the latest follow-up date on June 10, 2020, two patients are still alive, with the other having died on January 14, 2020, whose progression-free survival (PFS) and overall survival (OS) were 11 and 16 months, respectively. Conclusions: Immunotherapy is still an effective and low-toxicity option for severe advanced NSCLC patients with poor PS. Lazarus type response may occur, especially in patients whose PD-L1 is strongly expressed (≥50%). However, a greater amount of real-world data or randomized clinical trials are needed in this setting.