Golimumab is a type of tumor necrosis factor (TNF) inhibitor. TNF is a naturally occurring substance in the body and this substance may cause long-term inflammation. Golimumab may help treat this disease by blocking the activity of TNF in the body and reducing the symptoms of severe, persistent asthma.This study will assess the safety and effectiveness of subcutaneously (under the skin) administered golimumab and determine if there is a reduction of signs and symptoms in patients with active severe, persistent asthma. The effect of subcutaneously (SC) administered golimumab on the quality of life in patients with severe, persistent asthma will also be assessed. About 200 patients will take part in the study at approximately 60 centers worldwide. Participation in the study will last for about 42 weeks. The study consists of 3 phases: the screening phase (lasting between 1 and 4 weeks), the treatment phase (20 weeks), and the follow-up phase (20 weeks). Visits are scheduled to occur once every 4 weeks during the treatment and follow-up phases of the study. Patients eligible to take part in this study will be randomly placed into one of the following study groups: Group 1: Placebo (an inactive or dummy treatment that looks the same as the study drug, golimumab, but does not contain any active medication) from Week 0 through Week 20. Group 2: Golimumab 100 mg from Week 0 through Week 20. This study is "blinded." This means that neither patient nor study doctor will know in which group a patient is placed. However, if needed for safety or health reasons, the study doctor can find out a patient's study group at any time.