I installed FFx64 and removed x86 one. Profile was kept but unfortunately the CPU issue still persists. You helped me much with telling me about about:performance, I didn't know it. Here is a screenshot of what happens while I opened this page here. As if it is true my suspicion that AdBlock+ and NoScript are a part of the problem?

You need to try a new profile without any addons. I suspect that one of those addons or several are competing with other things. Add you addons back one by one until you narrow the problem down. On top of that you mentioned in you OP that you have a celeron processor. I have dealt with those processors and they are a budget/low end processor, and this could be a huge part of your issue after seeing other things.
I use ABP and suffer no issues, I see that it shows has high at times, but does not really hinder my performance in Firefox, I doubt that the bookmarks are an issue. I went to that site and performed the function shown in the screenshot and only maxed out at 44% cpu; however that is an i-7 6700 cpu w/16BG of mempory to use + 4 BG of Video.
I would suggest going to google and typing in ' processhacker ' it might give you a better breakdown on what is using what. I think that your CPU is struggling to keep up what i suspect.
Best Regards
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Thanks