Lily’s abnormalities started at a much younger age, so Petunia started to believe that it is not her nephew via blood, but just some cruel joke from someone from  that  world. Or Harry was simply with no powers. Petunia read a bit about this cast called "squibs". Little higher ranked than her own, but not that far. 