Original: When the team's name changed from the "Anaheim Angels" to the "Los Angeles Angels of Anaheim," the logo changed only slightly, the name "ANAHEIM ANGELS" and the blue baseball diamond were removed leaving only the "big A."
Simplified: The "Angels" name is from the city that they came from: Los Angeles. They were previously known as the California Angels and the Anaheim Angels.