Thats the question that has boggled man for years...lol
Sound like a lean/fuel starvation issue. I won't get into nitty gritty around carb rebuilds as i just don't bother or have the patience for trimmers anymore but since you've already cleaned the carbs, try replacing/removing the fuel filter if you haven't already done so. If its blocked it wil give your symptoms.
