Pneumonia usually comes from bacteria called Streptococcus, with Streptococcus pneumoniae being the main culprit. These bacteria enter the lungs and cause the air sacs to become inflamed. As a result, fluid can accumulate there, leading to symptoms such as a cough, fever, and trouble breathing.