The causes of seizures are head injury, stroke, tumor, conditions that irritate the brain such as injuries, medications, sleep deprivation, infections, fever or deprivation of oxygen to the brain by abnormal heart rhythms, a low level of oxygen in the blood, or a very low level of sugar in the blood.