Either something is stuck in the fan, and it needs to be cleaned or it's new fan time as a fan blade may be bent or broken. Or the bearing is failing.
Use compressed air in a can to clean, don't use an air compressor. I blew off half my fan blades using an air compressor... But I got a new fan and it's quiet as new.