Early morning question

I am sitting in my office, looking out the window at the parking lot where a vehicle's alarm is going off. Why do we say car alarms "go off" when they are not "off," they are "on." Wouldn't it be more appropriate to say that car alarms "go on?"

Wow, I am really coming through with some quality, entertaining entries lately!