Whether or not you should believe something, and then whether or not that should count as knowledge rather than just belief (because they aren't the same thing) should be solvable using any decent epistemology: Best Available Theory or Justified True Belief etc.
But convincing someone else (or yourself) to accept something as knowledge, that's an endeavour that follows psychology, not logic.