If you limit your understanding to science that is conclusive, you will paralyze yourself. This is the reality of scientific study; there are exceedingly few conclusions, only more questions, confusions, misunderstandings, etc.
When scientists say we don't "know" anything, this is what they're talking about. Nothing replicates, everything seems more confusing and less clear the deeper you dig, and the further you stray from the "hard" sciences that are easy to experiment, the more true this gets. Psychology, economics, etc. are insanely complex and effectively impossible to test the way we think of a physics or chemistry experiment.