Why maxmin is equal to minmax in zero-sum games allowing for mixed strategies?

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Allowing for mixed strategies, maxmix payoff is equal to minmax payoff in zero-sum games. How to prove this one?

I can easily check that minmax payoff is always larger than or equal to maxmin payoff even without using mixed strategies, but it is hard to prove the reverse.