"If the self-appointed censors of Mark Knight get their way on his Serena Williams cartoon, our new politically correct life will be very boring indeed", another passage from the cover reads.
The 23-time grand slam champion, Williams, is yet to give her take on the matter that has been polarising opinion.
Much of the criticism of Williams has centred on how her actions had spoiled a precious moment for Osaka, who was even moved to apologise for beating the home favourite to a NY crowd angrily booing Ramos.
Williams was fined $17,000 for her three code violations during the US Open final against Osaka and again said after the match male players were held to a lower standard for court conduct.
"Regardless of race or sex, they are lampooned due to their behaviour", the editors wrote of the public figures it caricatured.
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"I couldn't tell what was going on, because it was just so loud in there", she added.
Mr Michael Miller, executive chairman of News Corp Australasia, which publishes the Herald Sun, defended the cartoonist, saying the world "misunderstands the role of news media cartoons and satire".
"It rightly mocks poor behavior by a tennis legend", Johnson tweeted.
Williams doubled down after the match, believing that Ramos' docking her a game for verbal abuse was tantamount to sexism.
"I don't think I even thought about feeling sad because there's no experience for me to draw on (from) any other Grand Slam final". "I have since texted her coach to make sure she understands that she is celebrated and how proud I am of her".
Adams also clarified her comments during the trophy ceremony in which she appeared to imply Williams' loss wasn't the outcome they wanted.
"I have been asked about women's equality and I would find it hard to look any of the top female tennis players in the eye if I did not speak my mind", he wrote.