If I go up into space, quite so straight the horizon will not look, Hm?
True, and we think that is because the Earth is a sphere.
But, I am sure I could come up with some zany explanation to get around it.
The flat Earth society know all this stuff, and still think the Earth is flat.
But you are doing the right thing, testing the model with some experiment. If the experiment agrees with the prediction of the model, then the model survives as not being wrong. But, it is never PROVED to be correct.
More information may come along at some point.
The theory of gravity is a case in point. it will pass all the tests that you can throw at it. But, it is now known to be not so much wrong, but not completely correct. The model it creates is brilliant, and allows us to put people into orbit, or land craft on other bodies in the solar system.
It can do all this by being a close approximation to the truth, but not completely correct.