I think I see your point now, and my first thought is that if it is the current reality, what difference does it make to us, especially if we are not aware of the change?
Right, exactly, that's solipcism.
We can believe that our knowledge is based on reality, or believe that we have no knowledge at all, if you deny the apparent reality of the external physical world.
Just because we don't know everything doesn't mean we know nothing. We can still come to conclusions that explain what we observe; we can still generate models that predict observations we will make. Solipcism doesn't mean we can't know anything; it just means that the maps we make are not the territory, that knowledge about observations of the universe should not be confused with knowledge about the universe.
I'm not a big Matrix fan, I only saw the first movie and found it entertaining, but I have found that if I do not eat I get very hungry and weak. I'm not being fed intravenously by some unknown machine.
Maybe you are, but you're programmed to feel hungry and weak by the machines. What are hunger and weakness if not signals from your body; signals that could be counterfeited? And have you ever actually known, I mean personally known like you grew up with them, anybody who's actually died of starvation? I sure haven't.