This is part of the civilizational collapse narrative. It is definitely true in a way.

I think that how much it would end up mattering depends on how well solar tech would withstand a civilizational collapse.

I think that a proto-industrial society with photovoltaics and batteries would be able to bootstrap itself back up to the present state, even without easily exploitable fossil fuels.

(I am not an expert in any of this)