Yes, refrigerate them right when you get them home from the store, unless you're going to cook/eat them immediately. I like to just do what they do at the store. If I grab produce from the refrigerated section of the produce aisle, I'll refrigerate it. If not, I'll leave it on the counter. Also, I'd refrigerate these roasted garlic mushrooms if there are any leftovers.