Edelweiss may offer high interest rates, but an AA- rating with negative outlook suggests very high risk. In the past, even AAA-rated issues have defaulted.
Bank FDs offer a certainty of income, but once the interest accrues, you have to pay tax and then reinvest the proceeds immediately, if you don’t need it. Debt funds help prevent such leakages.