Thats because there is a fine line... actually its a fact, not an opinion, there's definitions too.
Dumb is lacking knowledge.
Stupid is having that knowledge but not using it.
An example of stupid would be writing an essay in Microsoft Word, and when you're finished, not using the spell check feature when you know its there.
An example of dumb would be not even knowing there was a spell check feature.