Yes, of course, just use a cloth and remove gently, without polishing, It can be buffed if necessary for any scratches if you wish, but just the impregnated liquid that the cape cod comes with is enough to remove that patina very easily. use Cape Cod and remove with a microfiber, you will see how it is removed and you give it that way, gently without polishing, just pass and remove.
I have done it with some of my watches that I have left in the safe for a long time, and when I took them out they already had that patina. Of course, it is best to store them in a vacuum bag and that way nothing will happen to them, even in extremely humid places. Of course, I do this when I know I won't be wearing that particular watch for a while.