I suppose it depends on your definition of civilisation. I agree that emotionally the quote conveys a laudable sentiment but technically, it would probably be more correct to state the opposite i.e. that civilisation began with slavery. As the beginnings of civilisation are usually correlated with the the beginnings of agriculture and agriculture, arguably, created the demand for workers which allowed slavers to flourish.