Sylvester's Law of Inertia states that the number of positive, negative, and zero eigenvalues of a symmetric matrix remains unchanged under congruent transformations. This implies that the inertia of a quadratic form is invariant under orthogonal transformations, which is crucial in understanding the geometric properties of quadratic forms.