Yes, that happened to me. In my case, I was pregnant - it just took a while for it to show up on a pregnancy test. The pregnancy was ectopic which may have been why I had a period.
This doesn't mean that's what's happening to you (maybe you're sick, maybe your thermometer is broken, maybe whatever) but I'd take another pregnancy test, ideally a very sensitive one like FRER.