Thanks all for the suggestions. However, I’m still confused. Portion of disc which will be in contact with pads would get cleaned due to regular use. But the other parts which are not in touch with pads has to be cleaned manually or painted. I’m convinced that it would not have any impact on braking performance but layer of rust is just an eye sore on a brand new car with alloys.