The Scottish DJ - who currently resides in Beverly Hills - has signed up to the 'Candy' hitmaker's Los Angeles' squad, which sees him and a number of other stars meet up on a weekly basis for a friendly kick-about and a gossip.
A source told The Sun newspaper: ''After daughter Teddy, his missus Ayda and music - football is one of the biggest loves of Robbie's life.
''He is not a big party guy, so hosting friendly matches with some of his pals is the main socialising that he does.
''Calvin is the latest guy to be signed up.
''He'll fit right in because he's quite a guy's guy and very down to earth.
''This is all just about having a kick-about with friends, nothing showbiz.''
Robbie, 39, used to have his own official squad LA Vale - named after his favourite British team Port Vale - and a kit until 2007, when he realised he had been allegedly conned out of $400,000 by two teammates, who asked him to fund their fashion label but blew the money on partying instead.
However, Robbie - who has 17-month-old daughter Teddy with his wife Ayda Field - still regularly arranges fixtures so that he can continue with his passion for the sport.
The singer introduced "the next generation" in Iceland.
Jack Antonoff hears a ''female voice'' in his head when he writes music.
The show will be seen by everybody at the same time.
The Scottish comedian has been speaking about gaining a knighthood in the Queen's Birthday Honours List.