What is control group in science?

The one not experimented on.

The control group is used to compare results to, to check that the changes you made during the experiment were responsible for the results seen in those groups.

In other Words, you use the control to confirm if the results shown in the experiment were caused by the independent variable (the variable that you change and are trying to investigate).