When we flush the toilet, the pipes rumble while the bowl is filling up. Why and how do I fix it? Is it not enough preassure running through the pipes?

Try to Close and Open angle stop valve first. See if that helps. Angle stop is the water valve on the left side of your toilet, close to the floor.