Having sudden breast pain on left side breast. I could not find any lump when I do self check. What may be the reason?

Hormonal influence. This could be hormonal influenced, but then it should be at least a bit on the other breast as well. I recommend you have an ultrasound or mammogram done and a physician breast exam if it persists after one menstrual cycle.