Is it possible for me to take out a loan against my provident fund?

It is possible but only if the loan is for housing-related purposes per s19(5) of the Pension Funds Act AND if your Special Fund Rules permit such loans. You have to check this with your HR department. If you qualify, they would also be able to advise you on the process.