Part of that is confirming that things we expect not to work do not work. We shouldn't fear or avoid testing things simply because they disagree with our understanding, because testing them may confirm our understanding.
Just to get back on track: The point is that we have a huge number of explanations, currently, which are "hard to vary". You need a commensurate amount of "hard to vary" explanations to counter that. That's why it's very hard to overturn e.g. the 2nd Law of Thermoses, erm, Theormodynamics.
[1] I think, from "The Beginning of Infinity"... Actually, I can't remember if he cited anybody else for this idea, but I can say that it's the first place I came across it.
There are a few bits in there that may be hard for the layperson to understand, but I think the overall point is amazingly well made.
But because many thought it did, it's been an incredible uphill battle to get this thing tested; yet throughout tests it shows strange outcomes. Something odd is going on, and perhaps the simple outcome is that we find a better way to perform the tests.
To me, that's a fantastic outcome and I'm dismayed it's taking such a _political_ fight to arrive at it.
Why is it such an uphill battle to engage in actions that have positive outcomes like these, simply because they challenge our core understanding of the world? At the least, we end up better equipped to measure and test future experiments.
The "Laws of Physics" are our current best way to describe the phenomenon that we see; but they may simply be the best approximations we have given the limited set of our observations. It does not follow that these laws are perfectly correct.
I think of it as a best-fit curve, which does a great job of describing the real curve so long as we have sufficiently accurate samples.
Sometimes I worry that we do not provide enough funding to experiments which fly in the face of our current understanding of Physics, and so skew our sample data towards fitting the curve we are presently comfortable with.