Acute bacterial prostatitis develops rapidly and needs to be treated with antibiotics. However, in the usual course of treatment, steps can be taken to reduce discomfort until symptoms go away. You can take a stool softener to relieve painful bowel movements. Drink plenty of fluids to increase urination and continue to cleanse your bladder from bacteria. Warm baths can help relieve back pain.