They're synonyms: earth, soil and dirt, as distinguished from rock and sand; the softer part of the land. To someone who grew up in farmering country,
soil can be more specfic,
the ground as producing vegetation or as cultivated for its crops.
soil - Definitions from Dictionary.com
Does that help?