The difference is that we generally know the reasons behind earlier climate changes. The medieval warming period, for example, was due to increased solar radiation [1]. It's not that there have not been lots of major climate change before; it's that this time it's caused by humans.
Climate changes naturally a whole lot more than we are comfortable with.