When you close the throttle barrel you will also close of the fuel supply and the engine stops as it can not run on air alone. It can take a while to empty the crankcase from fuel but then it stops.

A stripped carb screw will give and engine that runs too lean, so that should be the first thing to fix before looking at other things.