Neo4j service won't start with an imported database on Debian
It turns out that what I needed to do is make sure my permissions are right. 
I fixed it with 

chown -r Neo4j:adm graph.db


and everything seems to work fine now. I think Neo4j should produce some sort of warning if it can't access graph.db