@Banana Breath,
When you put cold water on a hot burner, you get nucleate boiling (small bubbles forming on the bottom surface of the kettle) but the bulk liquid is still cold, so the bubbles form, rise up and collapse as they cool off. That is what gives you that characteristic sound.