The phrase "ultimate underdog" refers to a person or team who is least likely to win or succeed but ends up achieving victory despite the odds stacked against them. Full definition
From ultimate underdog to old - money blueblood, Villanova completed a generational transformation with a national title rout at Michigan's expense. (si.com)