No, a landlord cannot evict you immediately in New York. Even for illegal activity, a court process is required before eviction.
For nonpayment of rent, landlords must give at least 14 days’ written notice to pay or vacate. For lease violations or ending a tenancy, notice periods vary depending on the type of tenancy and lease terms. A court order is required before a tenant can be legally removed.
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The information for this answer was found on our New York Eviction Process answers.