The energy densities are generally at least an order of magnitude lower and the cost is at least an order of magnitude higher. They serve different purposes.

My (naive) understanding is that capacitors charge very quickly, but also discharge very quickly. If you want to store a lot of power and deliver it all at once, then capacitors are good fit.

Phones, however, need a steady flow of low power, rather than a short-lived spike of high power.