Thank you everyone for the extra information.
I have looked over the 1911 census as best I could, every which way and spellings, through just first initial, through birth year, through Luton, Rugby, Norfolk,... but nothing. They have disappeared. My only thought was they where staying with someone at the time and were never filled in on the census or they had possbily gone to Scotland or Wales.
Going by records I assume they moved to Rugby in 1914/1915 So they might possibly of taken over the property then. Not sure. They are lost to me between 1907 and 1912.
I also can't find information regarding the birth of their daughter Maggie/Margaret which is mainly why I was hoping to find some information on the census. I do know she exists as I have a photo of her, that was kept with my Great Grandmothers personal items.
All my current findings can be found on ancestry.com under 66ness, there is also a lot of pictures on there I have uploaded, some of which we have no clue as to whom they are, but do know they are from the Bedfordshire area, mainly Luton, Eaton Bray, Dunstable.