Diaphrams wear out rather quickly too. You might be seating the diaphram correctly each time you take it apart, then it slips away and starts sucking air. A replacement is a couple bucks at your local O'Reilly's or 5 or 6 bucks at your local mower repair shop. Also, try storing it indoors. If you do store it indoors, dump out your gas can and start over with fresh, unleaded, non-alcohol gas.
And, remember...you know what it looks like under the carb. The bit of gas in the small reservoir is isolated from the main body of the fuel and will go bad or become compromised more quickly.
Is this a trim mower that doesn't use a tank of gas with every use? Running stabil in ALL the gas that goes through it is a good idea.