I got it to work. Not the ideal way though.
I had to create my EntityManagerFactory in my JUnit test with Persistence.createEntityManagerFactory.
I cannot use my spring configuration to create the entity manager, and to handle the transaction.
Now this brings me to a new question. When I run my web application, will I get this same error ?
Thanks for all the help !
John