The Completeness Theorem, established by Kurt Gödel, states that every logically valid formula in first-order logic is provable, ensuring that the axioms and inference rules are sufficient to derive all truths expressible in the system. This theorem is fundamental in mathematical logic as it bridges the gap between semantic truth and syntactic provability, highlighting the power and limitations of formal systems.