Is it safe to use surge protector with 12vDC mobile power inverter?
It depends on their implementation.

If inverter gives you sine output(unlikely, at least for mid-range models) - you should be fine.
If inverter give you rectangle output - there is some possibility of damaging protector.

I would turn it on and see if they overheat. If it's not the case - you should be fine.