Have you replaced any fuel lines on the mower before? If not, I'd be betting it would be a collapsed fuel line somewhere before the filter or the pickup pipe collapsing (if it's a rubber pipe).
My dad had a similar issue with a Stihl wood boss last year, he had a carb and fuel line fitted about...