Can stress cause delayed period, nausea, cramps? or is this the signs of pregnancy?

Two Issues: These symptoms do not in any way represent pregnancy. They do not also represent not being pregnant. They are more likely symptoms of a urinary tract infection. So, you may have two issues: an infection and a possible pregnancy. Since you have a delayed period you should test for pregnancy. And, you should deal with the possible infection.