When new, the leather should have a matt finish. They go glossy over time due to the build up of sweat, grime and other fluids transferred from our hands.
Something like a Flash Magic Eraser will clean the crap off it and restore the matt finish. However, they are pretty harsh, so if the wheel is very worn, you could end up going through it.