Most of the bowel movements I've been having were normal but for a few seconds it was just watery diarrhea. Can this happen during your period?

It may be normal. It may be normal even if you are not during your periods, as your bowels are dependent on what you eat.If you have persistent watery bowel movements then it can be a concern.