If he wanted you to keep them, you’d be in his will, or he would have clearly indicated that it was a gift to you.

If he doesn’t have a will, it’s not yours.

Give the collection to the rightful owner, tactfully. I’m sure she’ll wonder why you had it, and it wasn’t at the house. Have a respectful answer.

If you want them, offer to buy them at an appropriate time.