How much might inductance change if the core is water instead of air?
Practically none at all.
On the other hand, capacitance will increase thanks to the relative permittivity of water, so if the inductor is part of an LC oscillator (self-resonant, using its self capacitance, or with a very small C) you may see a useful change in frequency.