They have a battery that weighs much more than 15 gallons of gasoline.
An EV has a lot less components than a combusion car. So much so that they can add a second trunk where the heavy combusion engine normally sits.
ICE + transmission + all the related cruft (cooling, battery, starter motor, fuel & pump) easily weigh a few hundred kilos.