I was wondering what could cause me to have abdominal cramp like pains while running that are so bad that I have to stop from it.

Diet. Most runners have to develope a diet that works for them. Also the time you eat before running may need changing. You may want to start by logging your diet and discussing it w a nutritionist that specializes in athletes.