You can cut your own trees as long as the material is to be used on your own property. You can send it out for milling, or have it milled on site. Such harvests are not considered commercial.
In my area, you can't cut certain trees.... permit or not. Matter of fact, you hit one by accident with your backhoe you get a $5,000 fine.