Fearing Rationality- Does Reason Drive us Away from God?

Why some Muslims fear and oppose rationality heavily? They claim that Islam isn’t compatible with rationality, because the minds of a human is limited. They further claim that the only way to be ‘safe’ is only by following their religious scholars, not by rationality. Don’t they know that Allah told that His signs are for those who give thought?