Get some plus gas on it, WD40 is not penetrating oil.
Mine was the same, got a cross head screw driver which was a good fit and had a hexagon on the shaft.
Push on the end of the screwdriver as hard as you can to keep it in the head and use a ring spanner on the hex to turn it. If it moves, work...