In this paper, we obtain that the space $\Cal{W}$ of orthonormal wavelets enjoys the complete invariance property with respect to homeomorphisms. Further, it is obtained that the cylinder, the cone and the suspension of $\Cal{W}$ possess the complete invariance property. Certain subspaces of $\Cal{W}$ are also considered in this connection.