Try the New Jersey State Archives -
http://www.nj.gov/state/archives/pdf/GenealogicalRecords.pdf - that's a link to the records they have - so the births might be there - marriage depends on when they got married. You might have to go to the city/town they were born in - I would start with the city/town they lived in on the 1940 Census.
Margaret