Increasing Gain of OpAmp Design - increase or decrease drain current?
The equation has the square root of the drain current on the numerator but drain current in the denominator.

So the gain will go down as the square root of the current as it increases - this is consistent with the statement that decreasing drain current will increase gain.

Decreasing drain current will have other effects though such as noise and bandwidth so may not be a good solution.