He would have only been about 21 years old at the time - perhaps the Nazis simply thought he was a callow youth.... After all, why would the likes of top guys like Rommel trust such a young guy?
Just a thought...
Given that his father, Ewald von Kleist, was executed for his part in the plot, I'm thinking this may not have been the case.