There is nothing in the US Constitution that makes secession an act of treason, it is silent on the subject. And in addition to that fact Jeff Davis DEMANDED a trial after the war and was not granted one. Do you know why?
Because he was pardoned by Andrew Johnson. Personally, I think he should of been hanged by neck until dead, but there was that whole reconciliation idea that Abraham Lincoln started.