The Pumping Lemma for Context-Free Languages is a property used to prove that certain languages are not context-free by demonstrating that strings within the language cannot be 'pumped' or repeated in a way that maintains their membership in the language. It provides a contradiction-based approach by assuming a language is context-free and showing that it fails to satisfy the lemma's conditions for all sufficiently long strings in the language.