Not normal. How many miles are on this Corolla? Water in the brake fluid, (which is common and the reason brake fluid should be periodically changed), can cause this symptom. It's also possible that the master cylinder is going bad. Don't wait to find out which it is because when you do, it will be the cause of an accident. If the master cylinder fails, you'll have almost zero braking power. Get the car to a professional automotive technician as soon as you can. Proper functioning brakes = your life and those of everyone else on the road near you.