It's probably a crime, yes. Unfortunately, you'll be prioritized accordingly. When prioritizing a crime that involves some anonymous troll responding with a death-threat or threat of harm that was most likely done in a moment of stupidity/weakness rather than with an actual intent to commit a crime, you're going to show up pretty low against the list of rapes, murders, assaults and thefts that are currently being handled. Once you've identified that the threat is such that it actually is a crime and can be successfully prosecuted, you have to go through the trouble of finding out who actually left that threat. Should they successfully uncover that information, the likely penalty might be so minimal that it's not even worth pursuing. Because of all of those circumstances, all but the most extreme cases of these get completely ignored (and many of the extreme ones).
But that's probably (definitely) a terrible thing to do, so maybe it's better to find other ways to solve these problems.
Furthermore, from some anecdotal evidence, I think most victims in such cases already know who is harassing them.
In the good old days, people used to send you such threats by anonymous snail mail instead of twitter.