Split-Find: maintaining dynamic graph connectivity information, under edge deletion
It sounds like you're looking for "decremental connectivity". The fastest result I could find was Wulff-Nilson's "Faster deterministic fully-dynamic graph connectivity", which "supports updates (edge insertions/deletions) in $O(\log^2 n/ \log \log n)$ amortized time and connectivity queries in $O(\log n/ \log \log n)$ worst-case time, where $n$ is the number of vertices of the graph."