Do you think it would make a difference if I soak it overnight in acetone?
Acetone ought not hurt it, but may not help much either. A better first step might be a long soak in distilled water. It can be surprising just how well that can work in dissolving surface deposits, especially if they're organic in nature.
Colligo ergo sum