That’s not true. That thermal mass takes energy to heat too. Whatever “excess” heat stored in the oil was put there when you turned the radiator on.

For an oil-filled radiator to be cheaper to run than a regular electric one, it’d somehow need to be over 100% efficient - which it isn’t. They’re both resistive heaters that convert 100% of the electricity into heat.