Should I state my ethnic background or should I just leave it blank?

If I were to fill it out, I would fill in Asian;
are there any negative effects for abstaining or not?

As long as you have a solid application (gpa, test scores, ECs, essays, recc.), there is absolutely no reason to ponder on whether or not to fill in your race.