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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.
Month-to-month leases are usually oral leases. Be sure the landlord gets this notice at least 30 days before the end of the month you intend to move out. A written lease becomes a month-to-month lease if you do not move out or sign a new lease.