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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.
As a month-to-month tenant, every month that your landlord collects rent from you, he/she is accepting you as a tenant in that apartment for another month. However, your landlord may end the tenancy by giving you 30 days written notice. (The 30 days must cover a full month.