Eric Hartsburg from Indiana was paid $5,000 (£3,100) to have the mark inked onto his forehead.
While initially, the professional wrestler said that it would be "there for life", he now plans to get the tattoo removed in Los Angeles.
Hartsburg explained that he can't stand the tattoo representing a "sore loser".
"It stands not only for a losing campaign, but [also] for a sore loser," he told Politico. "[Romney is] pretty shameful as far as I'm concerned, man.
"There's no dignity in blaming somebody else for buying votes and paying people off. I can't get behind that or stay behind that."
Romney had blamed the election defeat on Barack Obama handing out 'gifts' to minorities, stating earlier this month: "The Obama campaign was following the old playbook of giving a lot of stuff to groups that they hoped they could get to vote for them."
> Man with Romney tattoo on face "disappointed" with election results
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