underdog
Concise Oxford English Dictionary © 2008 Oxford University Press:
underdog/ˈʌndədɒɡ/
▶noun a competitor thought to have little chance of winning a fight or contest.
■ a person who has little status in society.
'underdog' also found in these Oxford entries:

