Implementing a new tax for CO2 emissions is a much, much bigger political endeavour than simply letting a subsidy expire and not renewing it.
That's why there's not much value in perverting language to somehow argue that fossil fuels are subsidised. They are not, there's no way to "remove subsidies from their dirtier competitors", as the parent poster suggested.
There is a way to tax CO2 emissions, but that's a different discussion altogether.