Immune escape plays a critical role in tumorigenesis, enabling cancer cells to evade immune surveillance. Despite advances in immunotherapy treatments, the effectiveness is often limited by tumor heterogeneity. A detailed characterization of immune escape mechanisms will be helpful to improve the efficacy of cancer immunotherapy. To achieve this, we build ImmunEscpMap, a Knowledgebase of Cancer Immune Escape Mechanisms, which encompasses 8 key strategies: (1) Chemokine, (2) Endothelial Cell Anergy, (3) Inducing Apoptosis of Cytotoxic T Cells, (4) Inhibiting Recruitment of Dendritic Cells, (5) Inhibiting Target Recognition, (6) Matrix Barrier, (7) Metabolic Barrier, (8) T Cell Dysfunction and Exhaustion. Through literature mining, we curated 517 genes contribute to cancer immune evasion, and conducted functional analyses using large-scale genomic data, primarily sourced from The Cancer Genome Atlas (TCGA) along with additional datasets.