I'm not a big fan of sin taxes because sin can often be interpreted different in the eye of the beholder. With that, I think if the collective agrees that gambling is bad, maybe put a slightly higher tax on the winnings to deter the behavior.

Still not a fan, but the people of a society need to determine this in full.