Delbrück's brother Justus, a lawyer, as well as his sister Emmi Bonhoeffer were active along with his brothers-in-law Klaus Bonhoeffer and Dietrich Bonhoeffer in resistance to Nazism. Found guilty by the People's Court for roles in the July 20, 1944 plot to assassinate Hitler, Dietrich and Klaus were executed in 1945 by the RSHA. Justus died in Soviet custody that same year.