And worse, I bet most wizards investigating the philosophers stone have a Theory. And their theory is probably directly wrong which blocks them from being able to do it.

This does sound very likely. Although it's worth noting that there are at least a few powerful wizards who are, if not rational, at least capable of processing evidence without leaping to conclusions - we hear them described at the conclusion of Hermione's trial.