Totally. The pixels were carefully composed that way on purpose. Don't mess with them.
I've always been a "pixel art" purist. It even bugs me when games try to use pixel art but get it subtly wrong. For instance, a game might use sprites that are scaled up at different scales at the same time and/or rotated in high resolution. This just ruins it for me.