Can I take break between the sections during actual CAT? If yes how long? Can get out and have water or use restroom?

No the next section starts as soon as one ends. And only those who have a medical condition will be allowed to use rest room or take a break provided they carry the relevant certificate from a doctor.

No, you are not allowed to take breaks in between the sections. You can only take breaks before or after exam.