Can not start Rails console in RubyMine 4.0.1

I just upgraded RubyMine from 3.2.2 to 4.0.1 and am trying to upgrade my existing app to rails3.  All rails3 gem have been added and old rails2 gem removed from the Gemfile.  When I try to start rails console from Tool -> Run Rails Console..., it is still using (.../script/console) and give me an error.  What should I do to tell RubyMine to use (.../script/rails console)?
I can run (script/rails console) from the command line without any issue.