Sometimes you need to clean up files in a repo against a DB (image assets come to mind). Can't commit missing files in your IDE after you do the deed though. Run this from within the working copy that contains "Missing" assets:
svn status | grep '\!' | awk '{print $2;}' | xargs svn rm