I'm sorry but this does seem extremely suspicious. I've never heard of a bank that does not provide any statements.
Sure, a debit card does not have a billing statement like a credit card, but the bank account that the debit card is linked to should provide a monthly statement where you can see the transactions. At least a downloadable PDF even if they don't send a paper one in the mail.