Our main objective is to consider the general case, when the Riemannian submersion is no longer a principal fibration, and try to show that the torsion of the base still vanishes. If this conjecture is true, the full classification of geometries with parallel skew-symmetric torsion would then reduce to the study of principal bundles with parallel curvature.