San Bruno Victims Compensation Fairness Act of 2010 - Excludes from gross income, for income tax purposes: (1) any compensation provided by Pacific Gas and Electric Company to victims of the natural gas transmission line explosion on September 9, 2010, in San Bruno, California; and (2) any gain from the compulsory or involuntary conversion of property destroyed by the San Bruno natural gas transmission line explosion.