I have already made a Deposit to this casino several times and even made a withdrawal 2 times, and the KYC procedure was not necessary.

Yes, KYC or any other document does not require you because the deposit and the withdrawals you made may be small. But when it comes to big issues, they will start restricting, asking for Identification for KYC purposes, and requiring documents.