"Please wish everyone well and have a great evening!" the commander-in-chief added.
The dinner, sponsored by the White House Correspondents' Association and attended by a mix of A-list celebrities and Washington media, generally includes a comedian roast, plus a humorous address by the president.
The WHCA responded that the group "takes note" that Trump won't attend the dinner, scheduled for April 29, and said the dinner "has been and will continue to be a celebration of the First Amendment and the important role played by an independent news media in a healthy republic."
Trump has been mocked in years past.
"Donald Trump often appears on Fox, which is ironic because a fox often appears on Donald Trump's head," Meyers added.
That same year, President Obama also poked fun at the man who would later go on to succeed him in the White House: "Now, I know that he's taken some flak lately, but no one is happier, no one is prouder to put this birth certificate matter to rest than the Donald. And that's because he can finally get back to focusing on the issues that matter –- like, did we fake the moon landing? What really happened in Roswell? And where are Biggie and Tupac?"
At his last correspondents' dinner, in 2016, Obama took aim at then-candidate Trump, saying: "I'm a little hurt that he's not here tonight. It's surprising. You got a room full of reporters, celebrities, cameras, and he says no."
The dinner, affectionately dubbed "nerd prom," raises thousands for journalism scholarships and honors outstanding journalists.
According to the White House Correspondent's Association, every president since Calvin Coolidge, who first first attended in 1924, has been to the dinner at least once.
The news of Trump's expected absence comes as the president's relationship with the press grows increasingly tense. Trump has repeatedly slammed journalists for propagating "fake news" and has labeled several major outlets -- including ABC News -- "the enemy of the American People."