Should cassette just fall off my thru axle rear wheel?

Some free hubs are just held on by friction so they can sometimes just slide off like you describe. Others are held onto the wheel by a bearing dust cap that screws onto the axle. Its inside the hole in the middle of the free hub. If that is your hub that may have come loose.

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