No, not just fat, but all kinds of tissue including muscle.
If you were to "run out of fat" entirely, you'd simply die with fairly significant caloric reserves in the form of muscle. This is not what is observed.
While it's not a controlled study, History Channel's "Alone" (reality survivalist show) always touches on lack of food and its affects.
They're technically correct, the best kind of correct (?)