underdog

under|dog /'ʌndə^rdɒg, AM -dɔːg/ (underdogs)
[N-COUNT] usu the N
The underdog in a competition or situation is the person who seems least likely to succeed or win.
Most of the crowd were cheering for the underdog to win just this one time.