According to the M&M, in a world with no taxes, the capital structure choice is irrelevant because

debt does not provide any marginal benefit except to lower taxes.

shareholders are indifferent between debt and equity because company financing choices do not affect dividends.

as the firm increases debt, the benefit of lower cost of debt is offset by the increase in cost of equity.

what influences stock price is only the equity portion of financing and not debt financing.