I found one for Joseph from the 1851 census on 28 Mar 1850 in Dunchurch - father, John, was a railway labourer as per 1851 census. Dunchurch is next to Thurlston so I think this is likely to be him.
Could he have been baptised twice, again when Mary Ann was born?