Was there a large majority of the white population of the South that owned slaves?

No. The majority of people in the Southern Colonies were small farmers who did not own slaves and people who did not own land at all. The earliest plantation owners were in the minority and were mostly British in origin. Many white people were just as poor as the black slaves and many had to hire themselves out to do work for the wealthy land owners.