One of the key factors, which determines the dielectric design of power applications, is the dielectric strength of insulation media. This project focuses on investigating the dielectric properties of gases that are used for cooling and insulating purposes. We use the Langmuir probe plasma diagnostics method to measure the dielectric properties of cryogenic gases and SF6 replacement gases for high temperature superconducting (HTS) power applications and ambient temperature power applications, respectively.