Answer
The water level will remain unchanged.
Work Step by Step
Since the mass of the ice cube will displace the same mass of liquid water, if the ice cube had a mass of $x$, it would displace $x$ of water. This means that when the ice cube melts, it just replaces the displaced water, so the water level will remain unchanged.