I am also a really fast speed-reader, and my mind tends to ignore these sorts of words.

I remember one time I opened a fortune cookie, glanced at the slip, laughed, and repeated it to my friend, with perfect grammar. He grabbed the slip, actually read the slip (which apparently had had horrible grammar mistakes), and demanded to know how I had managed to read the slip while unintentionally correcting all the grammar mistakes in it.