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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.
Some states have statutes that prevent a landlord from holding a tenant to a full lease term. In these states, a landlord who does not seek eviction of a hold-over tenant and continues to accept monthly rent checks is, in effect, agreeing to an extension of the lease on a month-to-month basis.