Is your environment a cloud only one or a hybrid, do other users encounter this same issue?
According to my research, this thread shared a solution: Outlook calendar entries disappearing when in cached mode.
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Right click calendar -> properties -> Synchronization -> Filter -> Clear All
Or this issue may be related to mailbox/account corruption: Calendar won't show in cached mode
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