Bring water to a boil in small saucepan over high heat; add tea bags. Season with cinnamon and nutmeg, stirring well. Decrease heat to medium low and simmer 5 minutes. Remove from heat and let stand 10 minutes. Remove tea bags and pour tea into a pitcher. Cool completely. Add chocolate milk, mixing well. Fill 8 glasses with ice; pour mixture evenly over top.