There are 3 solutions actually. But most of the people will need the 1st one.
SOLUTION 1:
Most people use Facebook on mobile. When you browse Facebook from mobile, you keep your chat open.
See the below screenshot:

The solution is very easy. Just Turn Off Chat by clicking the above showed link and the problem is over!
After turning off chat, the Chat tab of Facebook Mobile will be like this:

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