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With a month to month lease, the landlord can give 30 day notice for you to vacate. Basically, he's saying he just doesn't want to renew the lease which doesn't require a reason. Kicked out is not the proper term. Thirty Day Notice to Vacate would be the term. The agreement is month-to-month by your own words.
If you move out at the end of a lease, you usually do not have to give your landlord any notice. Check your lease to make sure. If you stay beyond the end of a lease and the landlord accepts rent for the next month, you become a month-to-month renter.