Such complete control of a variable is not usually possible.
We use the adjective "controlled" to refer to a variable that can be held as prescribed,at least in a nominal sense.
The cause-and-effect relationship between the independent variables and the dependent variable is found by controlling the values of the independent variables while measuring the dependent variable.