Not at all.
Here we go again.... This is something I and others here have often been called upon to explain, to people unfamiliar with the nature of science. But no problem to repeat - it is one of the reasons a forum like this one exists.
In science, the only proven facts are reproducible observations of nature. All the theories that attempt to explain observations, and to predict what further observations can be expected, are models of nature that are strictly speaking only provisional. History shows us that the models (theories) of science are occasionally shown to be either wrong or incomplete. Newtonian mechanics is a classic example. We still use it for the vast majority of mechanical problems, with great success, but we know it cannot account properly for the behaviour of entities at the atomic scale, or for objects travelling relative to one another at close to the speed of light. For such phenomena we need quantum theory and special relativity respectively.
Does that mean Newtonian mechanics is "wrong"? Well yes and no. It is just that we have found it seems to be only an approximation, valid under certain conditions and needs to be supplemented by these more complete theories, once one moves away from those conditions. So it is an incomplete description of nature.
It was Karl Popper who pointed out that any theory in science can in principle be "falsified", i.e. shown to be wrong or incomplete, by a new and unexpected observation that does not fit the theory. Whereas, regardless of how many millions of observations one makes that do fit the theory, none of those can ever possibly prove that tomorrow some new and unexpected observation will not occur that overturns it. A scientific theory is therefore falsifiable but never provable.
Now, in practice there are many, many theories that are so successful, and that have never been found unable to account for observations, that we accept them from day to day as if they are "true". But this "truth" remains only provisional, even if we as scientists "believe" it to be "true" for practical purposes.
Where pseudoscience fails, by comparison, is that the theory is not supported by reproducible observations. My earlier post 50 on this thread summarises the difference.