It’s more of a “the only winning move is not to play” situation. You win by refusing to take the bait, and shutting down the attempt to coerce you into playing along with the bad faith argument game.
Or, if you like - when faced with “heads I win, tails you lose,” the strategy is not to figure out a way to get the coin to land on its edge, or to end up suspended in midair, or to propose some sort of infinite ‘best two out of three’ regress - the strategy is to recognize the rigged game and walk away.
There's no reason to steelman "black people shouldn't exist in the US", as the most extreme example. I can steelman it, but what am I getting out of this? What am I professing to an audience to steelman this? Steelmans are used to build empathy and sh synthesize solutions taking multiple viewpoints into account. This is the opposite.