Look up Raynaud's disease, it's pretty common.

I grew up in Buffalo NY and live in Boston - I've been in cold climates my whole life, it has nothing to do with toughness or being acclimated to the weather or knowing how to dress for it. My fingers and toes will often shut down in weather that isn't even that cold.