Other things remaining the same, an increase in the tax rate on corporate profits will:
make the debt relatively cheaper
Cost of Debt is affected by tax rate because Interest on Debt is a deductible expense. A higher tax rate, thus, makes debt relatively cheaper as compared to equity. For Example: If the firm borrows @10% and tax rate is @30%, then the after cost of debt will be @7%.