I’m glad to hear you figured it out! Indeed, combined is not the pass you want. That includes everything from lighting to shader effects. You can use combined if you plug your image texture into an Emission node. Try the diffuse bake mode though.
Honestly though, I would just use Blender Render for the baking. Much more preferable workflow in my opinion.