The Problem is, that you call them stupid!
The best thing to do is to like your dice. My favorite die for example roles just like he should. For example he rolls 1s evry time my Babarian tries to use a bow, just how it should be. He broke like 10 or more bows because of this die :D. But when it comes to his Greataxe I nearly always roll 15 or higher.