I remember in one Superman movie, it was explained why he became powerful. It was because of the energy from our star, the Sun, which was relatively younger than the star of Krypton. His genetics allowed him to absorb the energy from the sun and store it as latent energy. Once needed, he can release that stored energy which translates to his power.

I might be wrong, though.