First, open the dropdown menu in the top right corner and click on profile settings:

Next, click on the Privacy tab and scroll down to Battle Mode. Here you can decide if you will or won't participate in Battles by toggling it on or off. To participate in Battles, the toggle should be on and green. To not participate, the toggle should be off and grayed out.