In this paper a new microstrip line to groove gap waveguide transition has been proposed. The transition is based on a backshort cavity, which efficiently helps to couple the field from microstrip line to groove gap waveguide. In this transition the microstrip section lies inside the groove gap waveguide. Such contactless transition inside the waveguide is advantageous as it will allow easy packaging and integration of millimeter wave circuitry with gap waveguide components such as filters and array antennas. Alumina (r = 9.9) was used as the microstrip substrate for the proposed transition in this work. Measured results for the V-band transition show a relative bandwidth of 26% for a return loss better than 10 dB. The maximum insertion loss of the manufactured back-to-back prototype is found to be 1.32 dB, which also includes the losses of a 5.45 mm long microstrip line on an Alumina substrate. After subtracting the losses in the microstrip section, the losses in a single transition is found to be varying between 0.145 and 0.38 dB.