Should just loosen.
Maybe someone has used loctite on it .
Have you tried using an allen key? It might let you apply a stronger turning force on the screw than a screwdriver or even drill based tool.
Use a ring spanner or similar as a lever on the allen key if neccessary.
Good luck
