I was confused too, tbh.

For example, why did Hannibal grab the murder weapon with a handkerchief? It's not like Hannibal was going to hide the fact that he killed Tobias.

And even if he did want to hide it, the stag is in his office - there's a perfectly innocent explanation for why Hannibal's fingerprints would be on it.