The fluid used in most aircraft is to spec MIL-PRF 5606H and is petroleum based.
It isn't expensive, but you will probably need an aircraft supplier.
There are some compatible hydraulic fluids, but be very careful as the wrong fluid will instantly destroy all the Buna-n O-rings in the master and slave cylinder.