You will certainly have a case to fight if they turn you down solely on the asthma issue. I know people who have done this successfully, but it might take a while. Make sure you're honest with the medical questionairre though, as they will only find out later if you have covered something up (and it generally doesnt look good if you do). Besides, you never know, they may take you anyway.
Good luck