https://www.usda.gov/media/blog/2013/05/17/organic-101-can-g...
Prove it for yourself.
[1]https://www.ewg.org/foodnews/dirty_dozen_list.php
Also in my experience, organic tastes WAY better. For example I never liked the taste of conventional celery; some bitter aftertaste (pesticide residue?) and just bland. But organic celery really pops, with no aftertaste. Baby carrots are noticeably tastier as well. The difference is so stark I think I could validate these on a double-blind test any day.
Try a double-blind test and ask a series of questions. Some of the questions about taste should be the things you're looking for. Others should be irrelevant, just to set a baseline. Perceptions of taste are very subjective and easily influenced. Experimental rigour is necessary to mitigate that.
Take that for what it's worth, but do suggest you give organic celery a try, see if you notice the same. Do it double-blinded if you must.
Anyway if double-blind is what you need to be convinced, then by all means do the same test double-blind.[1] Shouldn't be terribly difficult to craft such a test for yourself.
[1] https://en.wikipedia.org/wiki/Blinded_experiment#Double-blin...
I think that would be the definition of a placebo effect. Headaches and yuck feeling when eating food you perceive as dirtier/less healthy.
Maybe you should get two of your friends together and do a double blind test. Have one of your friends go shopping, take the vegetables out of the bag, and write down which is which. Then have your other friend who doesn't know which is which give both portions to you and see if you can tell the difference. It would be interesting for sure.
Bitterness is normal in celery though the degree is manageable by techniques that are orthogonal to non-organic vs. organic status. To the extent that there is a non-placebo difference, it's probably that your conventional supplier is more devoted to rigorous labor cost cutting then your organic supplier, which is likely to become less and less common for randomly chosen organic vs. non-organic as organics become more and more mass market and less upper-middle-class niche.