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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.
Landlords should use a Month-to-Month Lease Agreement when they wish to rent property (whether it's an apartment, residence or condo) to a Tenant on a month-to-month basis. This type of agreement should be in writing and should be signed by both landlord and tenant.