Brewer's: Eats his Head Off
(The horse). Eats more than he is worth, or the work done does not pay for the cost of keeping. A horse which stands in the stable unemployed eats his head off.
Source: Dictionary of Phrase and Fable, E. Cobham Brewer, 1894