To be technical, it was a difference in how the Baptist and Southern Baptist viewed slavery. The irony is that the Southern Baptist original doctrine allowed for slavery while the Northern Baptist disagreed with the practice of slavery. They broke apart naturally due to these differences. Again, the irony of the Southern Baptist is that many of them are black.

http://en.wikipedia.org/wiki/Southern_baptist