You could replace the spigot with a new one:

https://www.amazon.com/Dispenser-Replacement-Oak-Leaf-Stainless/dp/B013FWX4HA?th=1

Not sure if your existing one has a removable handle, but you could try prying that off and see if there are any serviceable parts.