Original: By Islamic tradition, this day commemorates God saving Moses and the Israelites from Pharaoh in Egypt as they crossed the Red Sea (the Exodus day).
Simplified: This holiday is to celebrate when God saved Moses and the Israelites from Pharaoh in Egypt.