Is Critique of Climate Alarmism Pseudo-Science?

In the Swedish debate on climate change, critique of climate alarmism is often described as pseudo-science. With this arguement questioning of the reliability of climate models can be dismissed as pseudo-science.

But isn't it the other way around?  Isn't it necessary to show that climate models are reliable in order for climate modeling to be anything but pseudo-science?