 He joined the Volkspolizei (police), and was based at Löbau.Between 1949 and 1951 he worked as a Political commissar at the Police academy in nearby Pirna.Brünner served in various positions with the police service before becoming, in 1956, Deputy Commander and Leader of the (quasi-military) Police section of the at Prenzlau.