If your faucet handle has a hidden set screw, you’ll need to locate it first. Look for a small hole or decorative cap on the backside or underside of the handle. Remove the cap with your fingers or a flathead screwdriver to expose the set screw. Use an Allen wrench or Philips screwdriver to loosen and remove the set screw, taking care not to damage the faucet’s finish.