Depends upon what their version of peace was? I remember reading that one of their demands was the return of their property (slaves) from different places in the North. Especially if the slaves escaped after the secession. Meaning the North would be responsible for rounding up escaped slaves and returning them to a foreign government.
Sounds like they were trying to dictate terms of surrender rather than terms of peace.
Supply a reference or otherwise this get filed under mythology.