short way: Ctrl+Alt+2 and then Ctrl+Shift+i
the long way: ctrl+click the RGB channel in the Channels panel and then go to Select->Inverse
and there are a ton of other ways as well including using the magic wand tool, quick select tool, Select->Color Range(with localized off), etc