A matrix is diagonizable iff it acts on a basis by scaling each vector by a certain amount. Then its inverse acts on that basis by scaling each vector by the inverse amount. Equivalently, if a_{kk} are the diagonal entries of a diagonal matrix, its inverse is the diagonal matrix with diagonal entries 1/x_{kk}.