The knife I'm specifically talking about is one of my Spyderco Dominos.
I recommend trying out polishing with flitz metal polish first.
Warning: using scotchbrite pads WILL mark your blade. Do not try it unless you are willing to risk messing it up.
The Domino has that striated scotch brite finish going sort of vertically/diagonally from spine to edge. The purple scotch brite pad will leave those exact marks on the blade so you could in theory use it to remove the rust, just make sure your strokes follow the lines that are already on the blade. If you do decide to try it use the gentlist strokes possible following the stroke pattern already on the knives.
Here are the purple scotchbrite pads I use. You could try a less “extreme scrub” type.
Here is a cheap knife I will now mark with them to give you an example of the finish these pads leave. (Note the auto hamon, kinda cool)
Here I have rubbed the blade horizontally (from bolster to tip) with the scotchbrite pad. See the satiny finish it left? The mirror polish is gone. In your case you would want to follow the lines already on your domino’s blade. (On the domino they run vertical/diagonal from spine to edge)
See how the lines on the domino run? You would want your strokes with the scotchbrite pad to follow those lines.
If your knife is a user and you don’t mind potentially marking the blade with imperfect strokes then this is a fine fix. Just make sure you match the lines already on the blade and it will remove the rust while blending with those lines quite well.
However I recommend you try flitz polish first.