Maybe you can share the exact model number you have? FWIW, you obviously purchased an older model, it's been years since an MTH locomotive needed a battery, they use a supercap in the PS/3 units.
The pictures suggest you bought a GG-1 from the 1990's, MTH has come a long ways since those were produced! Yes, those had a battery, and yes, you have to charge it.