If after having unprotected sex I have my normal periods for two consecutive month and no periods on third month. Is there a chance that I am pregnant?

Absolutely. Not all bleeding is your period. I would rule out pregnancy first. You could also be having an anovulatory cycle as well (no ovulation), which does happen to women now and then.