Paradox Definition, a situation or statement that seems impossible or is difficult to understand because it contains two opposite facts or characteristics

http://dictionary.cambridge.org/dictionary/english/paradox found definition

From act 1 scene 1, Foul is Fair and Fair is Foul. It’s saying 2 things which you are confused with, saying foul means Fair but Fair is Foul?