The authority’s bid for the Trinity Centre site on Aperdele Road was turned down last week by the Diocese of Guildford, who own it.
The council says the new hub would encourage people to take part in leisure, cultural and educational activities.
The news comes barely a week after Surrey County Council announced it was closing the Trinity Children’s centre.