Aye, but we only sorta kinda "know" what things like black holes might be. We have models that make sense to us based on our understanding of science, and we think our instruments can faithfully report on what they can be with measurements we believe we are making correctly, but we have no clue what we don't know, and no real way to prove it, just theorize, and sort of bundle up what we believe is data supporting it.
"The more you know, the more you realize you don’t know." — Aristotle