I came across the same issue when upgrading to sunspot 2.1.0 from 2.0.0.
I resolved this by adding following line to sunspot.yml (under config in my rails app) on the development: block (maybe one is needed for test and production )
solr_home: solr
So my SOLR installation is under rails-app-dir/solr and the configuration there under conf.