A person with a splenic abscess has an abnormal collection of pus inside the spleen, caused by a bacterial infection. This is a rare condition that is most common in those with a poorly functioning immune system. Most cases of splenic abscess are caused by bacteria present in the bloodstream: the bacteria settle in the spleen, causing an infection that leads to an abscess.