Although they are not toxic or harmful to eat, bell pepper leaves can be quite bitter and unpalatable when eaten raw. If you do choose to eat the leaves of a bell pepper plant, make sure the leaves have not been treated with any chemicals or pesticides. You can also safely eat them after boiling or cooking them.