Duncan's problems are in the Bay Area/Silicon Valley and in LA County. Unfortunately, both areas have WAY to many liberal voters to offset any support he would get from OC, the Inland Empire, San Diego and the Central Valley.
I can't think of the last House member who gained the Presidency, excepting Ford.