Unlikely winner (8)
'unlikely winner' is the definition.
(I've seen this in another clue)
This is all the clue.
(Other definitions for underdog that I've seen before include "One at a disadvantage" , "unlikely winner" , "Lower-rated competitor" , "Unlikely Victor could be" , "Likely loser" .)