It was headlined "I slapped JK and I'm not sorry" and featured quotes from the Harry Potter author's first husband, Jorge Arantes.
The press regulator's received more than 500 complaints about the article.
Lib Dems, lead by Kingston and Surbiton MP Sir Ed Davey, want the revenue made from today's paper donated to charity.