When fossil fuels are depleted they are essentially gone?

Yes, this is correct. There is only a limited amount of fossil fuels (coal, oil and natural gas) in the world. They are not renewable, so they can only be used once, unlike renewable energy (solar, wind, hydro, tidal and wave, geothermal among others).