The summers in Madrid are scorching and dry. Temperatures can reach up to 104° Fahrenheit or 40° celsius. The average temperature in Madrid during the hot season is 75° Fahrenheit or 24° celsius. During the cool season from November to March, the average temperature goes down to 42° Fahrenheit or 5.5° celsius.