If you keep building up more and more charge on the metal globe, then eventually the voltage will get so high, it will start arcing to anything nearby. Essentially, the globe is a capacitor, and you can't keep charging it forever.
Assuming that isn't happening, then in the long run, all the charges generated by the Van de Graaff generator must be going somewhere. And, by definition, a constant rate of charges flowing is a constant current.
simulate this circuit – Schematic created using CircuitLab
Consider this circuit diagram. The belt is delivering a constant current to the globe (the capacitor here).
With SW1 off, the charge on C1 will keep building up until something goes bang. Much of the time, this is what people want when demonstrating a Van der Graaf generator. Big sparks. The current in the sparks is definitely not constant. The globe keeps charging up until the voltage is high enough to arc to something.
But turn SW1 on, and the capacitor never gets to charge to any significant voltage. Instead, all the current goes through R1. And that current through R1 is near enough constant.
Keep turning SW1 on and off, and the current through R1 won't be constant again, as pulses of current will go through it.
But note that in each case, I1 is constant. It's the discharging of the capacitor that gives the pulses of current.