As you sit in your chair, you are not moving violently about the room. Now, start standing up. If you push up twice as hard, you accelerate twice as fast.
Here's a really good example of Newton's 3.law:
Stick your finger in your nose. Notice that as the finger pushes on the nostril, the nostril squeezes back on the finger.