The inverse of an elementary matrix is another matrix that, when multiplied with the original elementary matrix, results in the identity matrix. Elementary matrices are derived from performing a single elementary row operation on an identity matrix, and their inverses correspond to the reverse operations. Understanding the inverse of these matrices is crucial when solving linear systems and helps in understanding the relationships between transformations and their reversals.