Water or clear blisters on lips can form when layers of lip skin separate allowing the fluid to be trapped in these layers. They can occur in different parts of the mouth not to mention on other body parts. They usually cause mild pain although some cases can be extremely painful. One popular painless water blister types is a mucous cyst.