Why if the only thing that should differ between experimental treatments?

In an experimental study, the only factor that should differ between treatments is the variable being tested or manipulated. This ensures that any differences in the outcomes can be attributed to the treatment being evaluated, rather than other unrelated factors. Controlling for all other variables helps to isolate the true effect of the treatment on the outcome of interest.