How do I edit or delete a custom field from a lead form?

I have been creating a form, with some custom fields but I can not seem to find the location to edit or remove them from my list. I know you can delete them from the form, but they still appear on the list, which leaves clutter. As well as not being able to edit an existing custom field seems to be an issue for me right now.