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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.
To terminate this type of month to month lease, either the tenant or the landlord must give the other 10 days written notice. If an old lease has run out and a new one was never signed, the contract is automatically rolled over into a month to month lease.