I did some research and this one is backed up by actual medical science, folks…

Ancel Keys' seminal study on starvation demonstrated the severe health consequences and decreased life expectancy associated with prolonged lack of food intake (Keys et al., 1950).

So at the very least I would err on the side of eating some food, sometimes, rather than no food, never, until you talk to your doctor or nutritionist. :)