Yes, it is completely normal for the brake lamps to be on when you step on the brake pedal, even if the engine is off. The brake lights are designed to illuminate whenever you press the brake pedal, regardless of whether the engine is running or not. This is a safety feature to signal to other drivers that you are applying the brakes.