The leading cause of hemorrhagic stroke is high blood pressure, which can weaken blood vessels and cause them to rupture. Other causes include brain aneurysms, arteriovenous malformation (AVM), arteriovenous fistula (AVF), blood-thinning medications, and bleeding disorders.