Because it was originally used to describe a time that was thought to display a lack of both Latin literature and contemporary written history, general population decline, limited building activity and material cultural achievements in general. With the advance in archaeological techniques in the 20th century, this has been proved to be incorrect.
The North relied mostly on industry for income but the South was almost all agricultural. Without the slaves they didn't have many people left to work the land.