You actually sound like a good candidate for microelectronics and semiconductor device engineering. These fields are properly sub-disciplines of electrical engineering, however, they also make substantial use of materials science and are thus rightly also a sub-discipline of materials science.
Not to confuse you, but materials science is also another field that you might be interested in. Whereas chemical engineering (in very general terms and not always the rule) deals with large-scale chemical processes, materials science deals with fundamental properties of materials.
The reason I'm telling you about microelectronics and semiconductor devices is that they are ultimately electrical devices but fabricating them deals with almost all topics of applied materials processing (e.g.
http://en.wikipedia.org/wiki/Microfabrication), which in turn has its origins in applied chemistry. Note that conventional (i.e. inorganic) LEDs and solar cells are semiconductor devices and that their fabrication technologies have largely benefited from the breakthroughs that occur in the behemoth microelectronics industry. Also, I do know some chemical engineers that specialize in semiconductor processing, so that is not entirely out of the question.
Are you currently in college or are you in the process of looking? If it is the latter, then my suggestion would be to look at the concentrations/specializations that the EE, ChemE, and MatSci departments offer. It will give you an idea of what is better suited for yourself.