When you get that warning, your empire basically shuts down until you get back above -500. No matter what your industrial slider is set at, you are actually producing zero (not entirely true, but close enough for this discussion). Compare the actual spending numbers on the right side with the spending numbers when you are above -500 to see this illustrated - or just look at one of your planets, all production will be zero, or very close to it.
