Abstract Background Recently, the 2023 European Society of Hypertension (ESH) guideline for hypertension management include isolated diastolic hypertension (IDH) as a distinct classification. But, studies have yielded inconsistent associations between IDH and cardiovascular disease (CVD) events. Method We obtained data from 85138 participants without CVD and antihypertensive medication use who included in the China Chronic Disease and Risk Factors Surveillance (CCDRFS) project 2010. We extracted data on deaths from any cause, cardiovascular diseases, and stroke during follow up. The hazard ratios (HR) and 95% confidence intervals (CI) for all-cause mortality, cardiovascular mortality, and stroke mortality associated with each blood pressure (BP) group were calculated using Cox proportional hazards models, with the normotension group as the reference. Our analyses were performed with sequential adjustment. In the first step, we carried out unadjusted analyses (model 1). In model 2, we added age, sex, ethnic, location, educational attainment, smoking status, alcohol drinking status, exercise, BMI, high-density-lipoprotein cholesterol, low-density-lipoprotein cholesterol, fasting glucose level as adjustment covariates. Results Overall, 57144 (67.1%) participants had normotension, 3826 (4.5%) participants had IDH, 11013 (12.9%) participants had isolated systolic hypertension (ISH), 13155 (15.5%) participants had systolic and diastolic hypertension (SDH). Compared with normotension, IDH was not statistically associated with a significantly increased risk of all-cause mortality (HR, 1.09 [95% CI, 0.86–1.39], model 2), or cardiovascular mortality (HR, 1.21 [95% CI, 0.74–1.96], model 2). On the contrary, IDH was significantly associated with a modestly higher risk of stroke mortality (HR, 1.84 [95% CI, 1.13–3.00], model 2). IDH was significantly associated with a modestly higher risk of stroke mortality in middle aged and older adults, but not young adults (age <45years). Similar results were obtained for men, while for women the associations between the prevalence of IDH and a higher incidence of stroke mortality were not significant. Stage 1 to stage 3 ISH or SDH were associated with a higher risk for all-cause mortality, cardiovascular mortality, and stroke mortality. Conclusion IDH was associated with an increased risk of stroke mortality among the large nationally representative Chinese population. Intervention for IDH may be effective in reducing the burden of stroke in China.