There is no battery in this Legacy steam engine. If there were the engine manual would have told you how to put one in. I checked and this is the first AF Legacy steam engine without a battery. The Big Boy, Challenger, and Y3 have them.
I guess the quick answer is that when you turn off the power you turn off the sound.