Some people feel sick if they run with food in their stomachs. Some people feel sick if they don't have food in their stomachs (including me). Some people feel sick due to excess acid (i.e. take some Tums). And I'm sure there are other reasons, too. I would suggest seeing which type you are through experimentation.
It might also just be nerves, in which case the way to stop it would be to not race