Apart from the fact you shouldn't list stock you don't have. What harm did the OP's buyers suffer?Seller contacted them and gave them a choice. Some requested and received a refund, others were OK with waiting until the DVD was back in stock. 

Same punishment for OP -a permanent ban - as other sellers would get, who might have fleeced/scammed several buyers out of $1000's.