Controlled substances or not, if you don't have a prescription for it then don't take it.
Especially liquids. Suspicious liquids in bottles raise red flags at the airport.
You can't even take a bottle of water through airport security lines anymore.
You could probably get away with hiding pills in your pockets, but liquids are a definite no go.