Curry's Paradox is a self-referential paradox in logic that arises in certain formal systems, where a seemingly benign conditional statement leads to a contradiction without assuming any false premises. This paradox highlights the challenges of maintaining consistency in formal systems that allow for unrestricted self-reference and naive set theory.