Removing the fuel line off the carb is just giving the fuel tank time to suck in some air. Your first run is 20 minutes, pulling the line off and you get 10 minutes. Open the gas cap as Scott06 mentioned, you should go back to 20 minutes
If this works then as was said it's the tank vent line...