Abstract Background Previous results on the association between lipids and hemorrhagic stroke were controversial. Modifying effect of obesity on the association between low-density lipoprotein cholesterol (LDL-C) and hemorrhagic stroke risk in the Chinese community-based population remains unclear. Objectives We aimed to investigate the association between LDL-C and hemorrhagic stroke risk in the Chinese community-based population. In addition, we aimed to explore the potential modifying effect of obesity status, particularly abdominal obesity, on this relationship. Methods A total of 7899 eligible subjects, without history of stroke and myocardial infarction, and any use of lipid-lowering medication at baseline, were enrolled in this study. Levels of LDL-C, total cholesterol (TC), triglyceride (TG), and high-density lipoprotein cholesterol (HDL-C) were assessed at baseline. The primary endpoint was the hemorrhagic stroke. Abdominal obesity was defined as waist circumference > 90 cm in men and > 85 cm in women. Results Of all participants, the mean age was 56.13 ± 8.87 years, 2848 (36.1%) were male. During a mean 9.71-year follow-up, 66 hemorrhagic strokes occurred. After multivariable adjustment (Figure 1), compared to participants with LDL-C levels 2.6 – 3.4 mmol/L, those with LDL-C levels < 1.8 mmol/L had 3.32 times the risk (hazard ratio [HR]: 3.32; 95% confidence interval [CI]: 1.24, 8.84) of incident hemorrhagic stroke. Compared with participants with TC levels 3.1 – 5.2 mmol/L, HR (95% CI) was 7.82 (2.36, 25.90) for hemorrhagic stroke in those with TC < 3.1 mmol/L. We observed no significant associations between TG or HDL-C levels and hemorrhagic stroke risk. Interaction effects were found between obesity and LDL-C for incident hemorrhagic stroke. Accordingly, significant associations between low LDL-C level (< 1.8 mmol/L) and the risk of incident hemorrhagic stroke were found only among abdominal obesity participants (HR: 3.76; 95% CI: 1.01, 13.97), or those with body mass index (BMI) > = 24 kg/m2 (HR: 3.74; 95% CI: 1.24, 11.34) (Figure 2). Conclusions LDL-C levels < 1.8mmol/L and TC levels < 3.1mmol/L were associated with increased risk of hemorrhagic stroke. Modifying effect of obesity status on the association between low LDL-C level and hemorrhagic stroke was observed in our study.