Is there any penalty for non-filing of TDS / TCS statements?

Yes. If TDS / TCS statement is not filed for one year from the due date of filing, there would be a penalty of minimum Rs. 10,000.00 to Rs. 1,00,000.00 for not filing TDS / TCS statement under section 271H of the IT Act, 1961.