Sure, foods are made up of the same combinations of elements as everything else, mostly carbon, hydrogen, oxygen, nitrogen, and trace amounts of all the rest.
The "chemical" problem comes up when our foodstuffs are treated with a harmful chemical substance such as an insecticide, herbacide, or misapplied fertilizers. These can then be hazardous.

Mark