in short, yes but not recommended.
Using the water bubbler for oil will clog the fine pore diffuser over time.
If your fine pore diffuser has been clogged, soak it in acetyl alcohol for 12 hours. This will draw the oil out and clean it without leaving residue. Rinse and it will be reusable.
Fine Pore Diffuser . Oil Bubbler Diffuser