As far as I can tell, you need to have a degree.

"Who can apply for the EU Blue Card: ...he or she has a German or an accredited foreign or a university degree that is comparable to a German one"

http://www.bluecard-eu.de/eu-blue-card-germany/

http://www.apply.eu/BlueCard/