Answer:
Going on a treasure hunt in the desert with Juliette Binoche, which has always been a fantasy of mine, seems out of the question.
Commentary:
In this case the clause "which has always been a fantasy of mine" does not refer back to any specific noun at all. It is purely additional/parenthetical information. Therefore, it must be set off with commas.