Found this on 1901 census
Edward Gleave 37 Warrington Lancashire Staffordshire Fenton Miner Coal Hewer 26988405
Caroline Gleave 37 Fenton Staff Staffordshire Fenton 26988406
John Gleave 16 Fenton Staff Staffordshire Fenton Miner Coal Hewer 26988407
Sarah Gleave 15 Fenton Staff Staffordshire Fenton 26988408
Samuel Gleave 9 Fenton Staff Staffordshire Fenton 26988409
Edward Gleave 5 Fenton Staff Staffordshire Fenton 26988410
Ethel Gleave 3 Fenton Staff Staffordshire Fenton 26988411
Harold Gleave 8M Fenton Staff Staffordshire Fenton 26988412
Could this be the family you are looking for?
If it is then his first wifes srname was probably Ferneyhaugh
Having said that, this Edward Gleave's parents were not the same as the ones you stated, so maybe it is the wrong one. Are you sure of your names? I checked all the Edward Gleaves on the 1881 census and they all had living parents!