Headache in temples is caused due to stress or anxiety. People with chronic depression for chronic anxiety conditions are prone to develop chronic headaches as well. Other times, small arteries that lie in the temples can also undergo inflammation in conditions such as Giant cell arteritis and result in severe headache episodes.