Radiotherapy resistance and immune evasion are prominent features of recurrent nasopharyngeal carcinoma (rNPC). However, their mechanisms remain incompletely understood. Here, we conducted single-cell and spatial transcriptomics analysis of 39 tumors from 24 patients to reveal the microenvironmental differences between primary and rNPC. Specific MCAM cancer-associated fibroblasts are significantly enriched in rNPC, where they promote tumor radioresistance through the collagen IV-ITGA2-FAK-AKT axis. Furthermore, we found that collagen IV suppresses the infiltration of T cells, and we identified mechanisms of immune escape in rNPC. We uncovered the presence and function of CD8 ZNF683 cells in rNPC with lower cytotoxicity. The abundance of B cells and tertiary lymphoid structures significantly diminishes in rNPC. Finally, we confirmed that CD47-SIRPα commonly existed between myeloid and malignant cells in rNPC. This study provides an in-depth understanding of the mechanism of radioresistance and immune evasion in rNPC as well as highlighting critical preliminary targets for curing rNPC.