You should apply anyway. At least 5 of the various scholarships I got while in College/University were laid aside for someone of some demographic that I didn't fit, but I fit the other qualifications, and I was the only one that applied. Go through the scholarship books at your local library and use the qualifications to include not exclude, you'll get results and a free education that way.
Oh, and just to clarify I'm not Black, I'm not a Girl or Woman, I'm not Hispanic, I'm not Asian and I don't look Native American. I got scholarships that were set aside for each of these groups because no one else applied.