A Florida month-to-month rental agreement is a short-term lease document between a landlord and a tenant. The agreement can be terminated within a minimum of 30 days in accordance with state law or a longer time period as determined by the lease. The agreement renews indefinitely until canceled by either the landlord or the tenant.