Good example. Only 1,6% of Americans owned slaves at its peak. Hundreds of thousands even died to free slaves. So no, the majority never supported slavery.
On a side note, do you really think opposing same sex marriage is equivalent of supporting slavery or taking self justice? Better bring Godwin straight ahead, so we can end a discussion right now ;)