We study the Riemann problem for the multidimensional compressible isentropic Euler equations. Using the framework developed in [6] and based on the techniques of De Lellis and Székelyhidi [11], we extend the results of [8] and prove that whenever the initial Riemann data give rise to a self-similar solution consisting of one admissible shock and one rarefaction wave and are not too far from lying on a simple shock wave, the problem admits also infinitely many admissible weak solutions.