What can I do about counterfeit coins I bought?

I recently bought some counterfeit coins through an online intermediary. They were fakes. I purchased them thinking they were real, and was never told to the contrary. What legal action can I now take?
They were verified by a reputable dealer as fakes, but I don’t think it is a company. I’m pretty sure it’s only one person or a small group.

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