Where can you find college football budgets?

The U.S. Department of Education has a searchable database, Equity in Athletics, that includes budgets, salaries, expenses, revenues, number of participants, etc.
http://ope.ed.gov/athletics/index.aspx

The database can searched by individual school, conference, state, or NCAA division.