A machine element of steel with a martensitic microstructure and which at least in a load-free state, has thermochemically produced residual compressive stresses in the microstructure under at least a portion of the surface of the machine element, down to a depth from the surface of the element. The stresses are in an outer layer of the element which may be treated specially. The element may be one element of a rolling bearing.