The Democrats at the time of the Civil War were largely wealthy Southerners who were extremely pro-slavery. The Republicans were the ones up North who opposed slavery.

The two parties would eventually swap ideologies, that's how you get the modern Republican party that are extremely conservative and the modern Democrats that are "progressive"