Note that this large genetic analysis demonstrated that individuals with genes linked to lower vitamin D levels are more likely to have hypertension mediated by low vitamin D, strengthening the argument for a causal link.

Be aware that the absolute effect of vitamin D levels on blood pressure was negligible, even though statistically significant.

via Low Vitamin D Causes High BP, Study Shows.