That statement is false
Income inequalities tend to exist in rich countries.
This happen because after a wealthy individuals died, they tend to give all their inheritances to their direct bloodline, same with poor individuals.
Because of this, children from wealthy families started with certain advantages that would most likely widen the inequality.