Intervention of the gut microbiome is a promising adjuvant strategy in cancer immunotherapy. Chemotherapeutic agents are recognized for their substantial impacts on the gut microbiome, yet their therapeutic potential as microbiome modulators remains uncertain, due to the complexity of microbiome‐host‐drug interactions. Here, it is showed that low‐dose chemotherapy preferentially shapes the ileal microbiome to augment the extraintestinal immune response to anti‐programmed death‐1 (anti‐PD‐1) therapy without causing intestinal toxicity. Mechanistically, low‐dose chemotherapy causes DNA damage restricted to highly‐proliferative ileal epithelial cells, resulting in the accumulation of cytosolic dsDNA and the activation of the absent in melanoma 2 (AIM2) inflammasome. AIM2‐dependent IL‐18 secretion triggers the interplay between proximal Th1 cells and Paneth cells in ileal crypts, impairing the local antimicrobial host defense and resulting in ileal microbiome change. Intestinal epithelium‐specific knockout of AIM2 in mice significantly attenuates CPT‐11‐caused IL‐18 secretion, Paneth cell dysfunction, and ileal microbiome alteration. Moreover, AIM2 deficiency in mice or antibiotic microbial depletion attenuates chemotherapy‐augmented antitumor responses to anti‐PD1 therapy. Collectively, these findings provide mechanistic insights into how chemotherapy‐induced genomic stress is transduced to gut microbiome change and support the rationale of applying low‐dose chemotherapy as a promising adjuvant strategy in cancer immunotherapy with minimal toxicity.