Whenever I open any faucet on 1st floor, pipes start humming loudly and stops after closing the faucet. If I open another faucet just a tiny bit while first faucet and therefore humming is on, the humming stops, but starts again after closing that second faucet with first one still open.
What's wrong and how can I trace the problem?

Thank you in advance.