So with capacity low the refiners can keep the price high and their profits high as well. You want them to invest billions in new refineries which will do nothing but increase gasoline supply, thus driving down the price they can charge and reducing their profits? Do you really think they'll do that?
The refinery owners probably won’t do that, but someone not currently an owner who knows how to build refineries could.