I think you probably want to alter things so that the constraint is baked in to your minimization. Without some more details about what you're doing, exactly, I'd try introducing a Lagrange multiplier. It's a pretty common thing to do in a freshman calculus course, so you should be able to find lots of examples online.
PS: Are you using PyMinuit because you're doing particle physics?