A strange part of that signing was Ron Wilson, who was the Leafs coach at that the time of the signing and had previously coached the Sharks openly lying to the Toronto media in support of the signing.
Wilson praised the signing of Finger and claimed that when he coached the San Jose Sharks (the club he coached before the Maple Leafs) that he saw "a lot" of Finger because the Avalanche would use Finger to "shutdown" Joe Thornton. The problem with this claim was that it was easy to check (and it was quickly refuted by Avalanche reporters that were baffled by the signing.) Turns out that not only was Finger not used to shutdown Thornton (or anyone) and in reality Finger and Thornton were almost never on the ice at the same time (for obvious reasons.)
As the story goes, the player they actually wanted was Kurt Sauer. So apparently they scouted a team in the other conference thoroughly enough to identify an underrated, emerging shutdown defenseman and make a strong offer to poach him... only they didn't bother to get his name.
To top it off, Sauer ended up signing for half of what they gave Finger.