This idiom means to be kept without information.
- Adam has know all along just how serious their money situation is, but he’s kept Lauren in the dark because he didn’t want her to worry.
- Voters complain that the government wants to keep them in the dark about that is really going on.
Notice that the pronoun is always inside the phrase: “to keep them in the dark” (not “to keep in the dark them“). 
