The Chicago Tribune and the medical journal "Pediatrics," however, both claim that the invention of the ice cream float happened in 1874 at a different event and that the drink wasn't created out of inspiration but because he ran out of cream. All accounts, however, mention how soon it became well-liked across the country, and that is still the case today.