A person who is addicted to chocolate is called chocoholic. A chocoholic is a person who craves chocolate. There is some medical evidence to support the existence of actual addiction to chocolate. However, the term is mostly used loosely or humorously to describe a person who is inordinately fond of chocolate.
The chocolate addiction happens mostly with women because they eat more emotionally than men.