Probably because it's dead. If you don't drive your car everyday ,and don't use a battery tender, the mini batteries dies pretty fast.

The model is an Odyssey PC680 tons of places online carry them. I got one locally for about $100 without terminal. You can use lead terminals from the auto store, just drill a hole through them and mount them with a bolt, they cost about $1.