For starters, in rare cases, Dr. Chavez says that dogs with anemia may take a liking to dirt. The theory is that their bodies are trying to obtain more iron, specifically, in response to the anemia, he said. If this reason is suspected, the dogs should be evaluated by a vet to rule out causes of anemia..