Stealing them may or may not violate laws - I'm not aware of an explicit precedent for this kind of "virtual property", but courts tend to look at intent, so if people treat them as coins and you treated what you were doing as stealing them that probably counts.
Yes, the community could agree they won't accept the stolen coins. But for most bitcoin people the whole point is to avoid regulation. I mean, the primary use for bitcoin is buying drugs - if you start blacklisting coins that were stolen, why not also blacklist coins that were used to pay for drugs, which is also illegal?
The basic cycle of the bitcoin economy is: drug user buys bitcoins for cash from someone who has them (either a drug dealer or one of the early "miners"), user buys drugs from dealer with bitcoins, dealer sells bitcoins for cash.
Is the user (who's already breaking the law) going to refuse to buy stolen bitcoins? Maybe, but if they're cheaper I'll bet they'll find a buyer; is every user going to check the blockchain history?
Is the dealer, who again is already breaking the law, going to refuse payment in stolen bitcoins. Maybe, but that sets a bad precedent for themselves. Maybe they'll charge a higher price for those bitcoins. But I suspect most of them won't care.