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First, what your DM does is not wrong. The rules of the game even tell them to use dice however they want (page 236 DMG):
THE ROLE OF DICE
Dice are neutral arbiters. They can determine the outcome of an action without assigning any motivation to the DM and without playing favorites. The extent ...