the underdog favorite - an oxymoron that describes a person, or group of people that are expected to win an event simply because they have gained
popularity by being a surprise contestant.
For example:
The
Indianapolis Colts became the underdog favorite to win the Superbowl after defeating two heavily favoured opponents to become AFC champions.