The car needs jumped after engine off for about 30min, and we found out that it's shorted on the brake light. Next day, after work, we inspected the brake switch/pedal and found out that it's missing the rubber cap, which presses on the switch when the brake  pedal is up. This causes the brake lights to be on all the time, even when the engine is turned off. The brake pedal stop is like this.