A four-year college degree is the only gateway to the middle class and that should not be the case, former Labor Secretary Robert Reich told CNBC on Tuesday.

"Many of our young people should be able to have other routes to the middle class that are alternatives to a four-year liberal arts degree," he said in an interview with "Street Signs."