@fcgroningen: Just wanted to say thanks, I had the same issue and your answer solved it.
If anybody else has the same problem, step by step: Go to admin panel > Visual Composer > Role Manager > Administrator (or whatever is your role) > Custom and make sure Product are not checked (but Page should be).