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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.
Tenants Who Rent Month-to-Month. If your tenants rent month-to-month, you can terminate by giving the legally-required amount of notice in your state (often, it's 30 days). To terminate a month-to-month tenant, you do not have to give or have a reason, but your reason must not be discriminatory or retaliatory.