The Italian cook and the Michelin starred chef are joined by French French Maître d' Fred Sirieix for the road trip series which sees them travelling the world sampling local culture cuisine.
But D'Acampo has announced on social media: "Breaking News… Unfortunately we will no longer be filming #GordonGinoandFred mainly because @gordongram is too busy working on his hair highlights in USA."
He added: "But don’t worry guys, @fred_sirieix and I have a plan #JustinGinoandFred Coming soon……."
Watch: Gino D'Acampo shocks Holly Willoughby with cheeky remark
Justin in the nickname D'Acampo gave to the furry sporran he wore when the trio visited Scotland in series one.
An ITV spokesperson told Yahoo UK: "Making a show that involves international travel during this period with the knock on effect of COVID-19 restrictions has been challenging, but Gordon, Gino and Fred has not been cancelled."
The Hell's Kitchen star currently presents cooking travel show Uncharted for National Geographic and has a new series Next Level Chef starting on Fox in the US next year.
He is also due to front upcoming series Gordon Ramsay’s Future Food Stars on BBC One.
The competition series will feature aspiring food and drink entrepreneurs.
Ramsay said: “The future of our food industry has never been more exciting. I can’t wait to search across the country unearthing some of Britain’s most entrepreneurial talent.
"I’ve spent the last 21 years at Restaurant Gordon Ramsay nurturing, supporting and mentoring some of Great Britain’s greatest chefs and that’s truly why I think investing in the next generation of talented individuals is so important!”
Earlier this year he hosted Gordon Ramsay's Bank Balance for BBC, but the game show was axed after just one series.
Watch: Gordon Ramsay moved to tears by daughter Tilly's Strictly performance