I would like to know how to apply, start, and run Non-For-Profit Organization.

You will want to form a non profit corporation and write up a mission plan and by laws. You apply to the IRS ( in the US) for a non profit status and they will provide a letter showing this.

Welcome to AMHD. Here's some info that may be of use: Nonprofit (http://nonprofit.about.com/)