Don't put any primer on the engine. Check primary for air comming on your fuel line. You are suppose to have a one way valve on the fuel supply line from the tank. Maybe this one is no good anymore.
Inspect the area where the fuel lines come through the engine bulkhead. The check valve may be there.
Where is that valve located at the tank or at the pump side?The fuel line looks like it is a straight run from the tank to the mechanical pump. I will have to see if I can see anything there at the tank side.