I guess your calculations comparing a dielectric capacitor to gasoline are wrong. What are the dimensions of the capacitor? You'll need an enormous capacitor to store significant energy.

Electrolytic capacitors are used where substantial amounts of energy need to be stored. They can tolerate only low voltages (~2.5 V).