Do I also must feel obliged to read every ad page on a magazine? Can't change to another tv channel during the half time? Was I stealing when in the nineties I recorded movies on VHS skipping commercials?

I would say no, and I think websites are not different from media I listed above. If they make or don't make enough money it's not my business. I am free to consume their freely distributed products as I like.