Place water, tea leaves and whole cloves in large container or pitcher. Stir. Cover with lid or plastic wrap. Let stand in sun for 3 to 5 hours.
Strain tea, discarding tea leaves and whole cloves. Serve tea over ice or refrigerate until chilled. Sweeten with Simply Syrup, if desired.