As suggested by everyone, I attempted using resource hacker to replace the old icons with one I had designed myself.
In this case I replaced the blender icon set “APPICON” with one of my own .ico files.
After doing this the game does not open properly anymore.
Does anyone else have problems with this as well? (running windows 10)