The obvious thing would be some sort of excise tax, like the "sin taxes" on alcohol and the like. That might extend to art supplies, but not necessarily; just charge it on the sale of the final product (if you sell it).

Not that I'm for this; otherwise I agree with your reaction to the proposal.