After Leaving a channel you will not be able to send messages or do any activity in the channel.
For leaving a channel:
Step 1: Go to the messages section and click on the channel name in conversation list that you want to leave.
Step 2: Click on view profile near the user's time zone.
Step 3: Either click on the exit icon near channel users or scroll down to the end of view profile and click on leave channel button.