The taxonomy of Prokaryotes is terrible. They were formerly in the Monera kingdom, but that is now obsolete(after the three-domain system was established in 1991), and they are in the Prokaryote...
there now are considered 3 domains: Eukarya, prokarya and bacteria. bacteria and prokarya are prokaryotic. the prokaryotic kingdoms however are bacteria and archae.