I read in the Turbo-Tax Help information that you actually CAN file a return with no income. It cannot be e-filed and has to be mailed. The justification given was that filing with zero income would ensure there is not a gap in the tax filings when and if a future tax return is filed, otherwise it could be flagged for audit because of a "missing record."
