Thanks @jimmythegreek and @wireform. Jimmy, you were right, I didn't realize there is a gasket under the liner as well as on top. So all the holes weren't lined up as you said. The fitting cover hole, the outer gasket hole, the liner hole, the inside gasket hole all shifted away from the screw...