In addition to causing obesity, rich foods can actually cause chemical reactions in the brain that ultimately lead to depression. Researchers observed that mice that received a higher-fat diet showed signs of being anxious by avoiding open areas, as well as signs of depression.
International Journal of Obesity, April 2012