There is a lack of evidence from cohort studies on the causal association of long‐term exposure to ambient fine particulate matter (PM2.5) and its chemical components with the risk of nasopharyngeal carcinoma (NPC) recurrence. Based on a 10‐year prospective cohort of 1184 newly diagnosed NPC patients, we comprehensively evaluated the potential causal links of ambient PM2.5 and its chemical components including black carbon (BC), organic matter (OM), sulfate (SO42−), nitrate (NO3−), and ammonium (NH4+) with the recurrence risk of NPC using a marginal structural Cox model adjusted with inverse probability weighting. We observed 291 NPC patients experiencing recurrence during the 10‐year follow‐up and estimated a 33% increased risk of NPC recurrence (hazard ratio [HR]: 1.33, 95% confidence interval [CI]: 1.02–1.74) following each interquartile range (IQR) increase in PM2.5 exposure. Each IQR increment in BC, NH4+, OM, NO3−, and SO42− was associated with HRs of 1.36 (95%CI: 1.13–1.65), 1.35 (95%CI: 1.07–1.70), 1.33 (95%CI: 1.11–1.59), 1.32 (95%CI: 1.06–1.64), 1.31 (95%CI: 1.08–1.57). The elderly, patients with no family history of cancer, no smoking history, no drinking history, and those with severe conditions may exhibit a greater likelihood of NPC recurrence following exposure to PM2.5 and its chemical components. Additionally, the effect estimates of the five components are greater among patients who were exposed to high concentration than in the full cohort of patients. Our study provides solid evidence for a potential relationship between long‐term exposure to PM2.5 and its components and the risk of NPC recurrence.