Hashem has provided us with enough evidence of His existence and the truth of His Torah. He has also given us temptation (both physical and psychological) which cloud our vision and make it very difficult to see this truth.
Emunah is when we remain committed to truth and look past the murkiness and confusion to see Hashem and remain loyal to Him.