Assuming that the amount of test code is 2-4x the amount of production code, TDD increases the cost of change by 2-4x when change is most likely to occur: at the beginning of development.
Your previous-to-last sentence applies equally to a software project with or without tests.
You don't even know the "change", you just assume that it will be a change that takes zero effort to implement, to satisfy your argument.