Difference is that cyclic warming doesn't generally happen really fast. There are forcing function things that do, like supervolcanoes or asteroid strikes, or humanity. Time scale is important.

Our civilization, poorly adapted as it is, is adapted to our current climate and is not ready to adapt to rapid change.