I think the difference is that proponents of peak oil relied on motivated thinking and largely ignored known information. Their assumptions were widely criticized as inaccurate at the time and doubled down.

This is because they were looking to support a policy position to stop oil usage and trying to build a scientific case, opposed to the other way around.