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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.
Move out after you renew a lease makes you liable for the remainder of the lease, or until the landlord finds a new tenant. A month-to-month tenancy only requires you to give 30 days' notice, however, it's also easier for the landlord to end the tenancy. He can also raise the rent sooner on a month-to-month rental.