Why is it important to keep all variables but one constant in a scientific experiment?

Because changing more than one variable will change the entire experiment. Changing one variable allows you to see how things could have turned out under different circumstances.

If you keep all the variables different, you won't be able to determine what variable lead to which outcome. So just make sure you keep ONE variable different (the one you are testing) because this is crucial to your whole experiment.