Kazimbeyli was one of the organizers of the Ganja revolt, directed against the newly established Soviet rule in Azerbaijan after Red Army's invasion of the country. He served as the commander of the Ganja garrison during the revolt. After the suppression of the revolt, Kazimbeyli fled to neighbouring Georgia with a small detachment under his command. From there, he emigrated to Turkey.