Lovejoy, Missouri  Lovejoy is an extinct town in Cape Girardeau County, in the U.S. state of Missouri. The GNIS classifies it as a populated place. A post office called Lovejoy was established in 1887, and remained in operation until 1894. The community took its name from nearby Lovejoy Creek.