It there a way or package to solve the nonlinear mixed complementarity problem?

Nonlinear complementarity constraints are not supported: https://github.com/jump-dev/JuMP.jl/issues/2308

As you suggest, you should manually reformulate your problem into the nonlinear equivalent.

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