You're ignoring the context. Compared to your more traditional scientific theories, dark matter/energy would look like something that came out of nowhere since it's all theoretical, but that's hardly the same as something that goes against currently established facts without even so much as a theory backing it.
BTW, the Higgs Boson was very much in the same boat as dark matter/energy, and look how that one turned out.
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