There are a few things that can lead to infanticide in rats. Anything that might prevent the mother from raising healthy babies should be examined. Poor diet, water shortage, sustained stress and birth defects are some common causes. If you're keeping multiple females together, they will often steal babies from each other which can result in tug-o-war matches that may seriously damage and/or kill the offspring.