Late period negative pregnancy test with white discharge hints that you may be pregnant. The pregnancy may be at a very early stage, so you are getting late period false negative pregnancy test. Late period negative pregnancy test with spotting and cramping is also a sign that you can be pregnant. Wait for a week and then retake a pregnancy test.