What makes a scientist a scientist instead of a crackpot is the debugging and validation. Trying to exclude every way the results might not mean what it seems like they mean - not just doing control-experiment comparison and saying you've done your duty.

This would make most modern professional scientists crackpots which sounds a bit noncentral - they may be no true scientists, but they seem very different from the crackpots I've met.