My brain automatically translates "chemicals" as used contrasting against "natural" as being molecular chains introduced into food products that do not occur naturally in the contributing ingredients, or those that do appear naturally but have been falsely elevated/decreased.

I have problems with all of the organic/chemical arguments as well as the GMO arguments.