I don't know how this circuit can produce sound since the capacitor won't be able to discharge when it's raining

the Prob is a rain sensor

@VioAriton good question. I think it relies on the speaker being inductive. Did you try emulating the circuit in a Spice or other decent circuit emulator to see if it is reasonable to assume it will work? Doesn't look like a very robust circuit to me.