I'll install Image Handler here myself to see but I don't see how changing the URI would have any effect on whether the additional images are shown or not.
I also use IH2, everything is working fine.
Thank you Gerjan and Conor for going the extra mile with patience. I upgraded to 3.2.1 and reloaded IH2 and everything is fine. Again, thank you for your efforts.