> but the prediction is off by several orders of magnitude, the model is wrong. no other field would invent invisible stuff to explain that the model is still right

And yet physics has done this continuously with many discoveries happening in theory first before being verified by reality.

In fact, this is also part of making a model that works. There's no rule that models must be bound by what you only know right now.