Epilepsy is the most common cause of seizures in cats and is a recurrent disorder. Other causes include: 1  Hypoglycemia (low blood sugar). 2  Brain tumour. 3  Head trauma. 4  Heat stroke. 5  Hypoparathyroidism. 6  Portosystemic shunt. 7  Bacterial or viral infection.