In his student days Gebhardt had been a supporter of the national counter-revolutionary movement and was active among other things in the Volunteer Corps "the Upland Alliance."
In 1936 he distinguished himself in his post as a head of the Medical Department of the Akademie für Sport und Leibeserziehung (Academy for Exercise and Physical Training) as senior physician of the 1936 Summer Olympics.