GlassFish Error: JAX-RS EJB support is disabled

Looks like this is an Eclipse issue. I did the deployment using Eclipse with the GlassFish adapter. Restarting Eclipse solved it.

Solution: Shutdown GlassFish, inside Eclipse go to Project->Clean(select project) and then start GlassFish again.

I don't know why but it worked. :)