You evidently don't understand what science is. Science is "right", because the point is that falsehoods are verifiable, and the established truths are verified by the process of peer review. Science is also getting more "right" with each new discovery. This discovery doesn't invalidate previous discoveries: it bolsters them, and adds new information.
We used to think the Earth was the center of the Universe. New discoveries led to new insights. These changes to the scientific understanding didn't change the model of the motion of planets across the sky. It helped improve them.
Conversely, I don't see anyone blaming creationist parks.
There are also museums of natural history dotted around the world, which collectively contain (I would say) tens of thousands of models, which would either have to be replaced or reworked, or reinterpreted as being an artefact of an earlier, less complete understanding.
Say what? There is very little in science that is right. Take the atom, if we accept what we know today about it, then pretty much everything for the last century or two is wrong. Same with dinosaurs. If they were all covered in feathers, then what we knew about them before is wrong.
If scientific ideas really were right, then there wouldn't be changes in understanding. Such a concept wouldn't make sense. Math is right or wrong. 2+2 = 4 is either right or it is not. Our understanding of higher mathematics doesn't change our understanding of prior concepts. Science, for the most part is applied mathematics. How we apply math may not be right and therefore the scientific theory is wrong. That is why science uses models, which again, are mathematical. If enough models point to the same conclusion, then the probability of the science being wrong is reduced. If it is reduced enough, then it is no longer theory but fact.
Creationists have their theory on how the world came about and so do evolutionists. There are more models to support the scientific theory, but even then, there are something like 35 competing theories of evolution. So, until we can refine the models to narrow the results, all we can say is that we know evolution occurs, but we don't really know how. That's not a lot different from what the creationists say.
For the record, I disagree with the creationists. However, if one wants to be totally objective (or at least minimize biases), one has to admit that science doesn't always have the answers. The idea that science can eventually explain everything is as an untestable hypothesis as a deity creating everything. Neither can be proven.
BTW, science is not about proving falsehoods wrong. It is about describing the world/universe around us and doing so with greater and greater precision. Quantum theory states that everything is based on probability. The goal of science is, in any field, is to refine the methodology so that the probability increases that what is modeled most likely represents what is actual.