advisor seems to have taken my work
How do I handle this? 


Most likely there's nothing you can do (beyond coming to terms with it), unless there's reasonable evidence that "[your] advisor published [the] theoretical frame I came up with for my dissertation."


  Do I have to cite his paper?


If you publish related work or you want to build upon his work, then yes, since his work is required to be cited in the usual way.