It is a pierced primer.
Do a search on Winchester primer failures, that has been happening a bit over the last year or two
I thought it was just with Winchester primers in reloads, but yours is a factory Remington.....
Take it back to where you got it from, it will probably start to mark the bolt face if you keep shooting it, as well as crap floating around towards you is not a good look.