You should. I've done that many times without issues and it has solved this kind of problems.

Sometimes it has been because an application I have installed. Uninstalling said application has resolved the problem. But even in those situations removing the lock file could have worked, I just haven't tried.

Anyway removing the lock file should be safe if you know there is no application updates going on.