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Cancer immunotherapies have achieved unprecedented success in clinic, but they remain largely ineffective in some major types of cancer, such as colorectal cancer with microsatellite stability (MSS CRC). It is therefore important to study tumor microenvironment of resistant cancers for developing new intervention strategies. In this study, we identify a metabolic cue that determines the unique immune landscape of MSS CRC. Through secretion of distal cholesterol precursors, which directly activate RORγt, MSS CRC cells can polarize T cells toward Th17 cells that have well-characterized pro-tumor functions in colorectal cancer. Analysis of large human cancer cohorts revealed an asynchronous pattern of the cholesterol biosynthesis in MSS CRC, which is responsible for the abnormal accumulation of distal cholesterol precursors. Inhibiting the cholesterol biosynthesis enzyme Cyp51, by pharmacological or genetic interventions, reduced the levels of intratumoral distal cholesterol precursors and suppressed tumor progression through a Th17-modulation mechanism in preclinical MSS CRC models. Our study therefore reveals a novel mechanism of cancer–immune interaction and an intervention strategy for the difficult-to-treat MSS CRC. Synopsis: A metabolic cue shaping the unique immune landscape of colorectal cancer with microsatellite stability (MSS CRC) is identified. Tumor-secreted distal cholesterol precursors (DCPs) polarize type 17 T cells, thereby inducing an immunosuppressive microenvironment to favor tumor progression. MSS CRC cells secreted DCPs to polarize Th17 cells. The accumulation of DCPs was induced by an asynchronous pattern of the cholesterol biosynthesis in MSS CRC cells. Inhibiting the cholesterol biosynthesis enzyme Cyp51 reshaped tumor immune microenvironment and reduced MSS CRC progression. A metabolic cue shaping the unique immune landscape of colorectal cancer with microsatellite stability (MSS CRC) is identified. Tumor-secreted distal cholesterol precursors (DCPs) polarize type 17 T cells, thereby inducing an immunosuppressive microenvironment to favor tumor progression. [ABSTRACT FROM AUTHOR]