The Closed Graph Theorem states that for a linear operator between Banach spaces, if its graph is closed in the product space, then the operator is bounded. This theorem is fundamental in functional analysis as it provides conditions under which linear operators are continuous, thus ensuring the stability and predictability of solutions to functional equations.