Answer:
Fortunato excitedly says "Come, let us go" because he is looking forward to tasting the Amontillado, unaware that it is a trap.
Step-by-step explanation:
Montresor seems to bring up the cask of amontillado to pique Fortunato's interest because he knows Fortunato is a fan of wine. By purposefully mentioning that he supposedly bought this wine, Montresor cleverly builds hype. When he mentions it and seems to go on about something else, it only leaves Fortunato to become more and more excited at the thought of tasting the wine.
It's all apart of Montresor's plan, he mentions the wine and makes it seem as though it was all Fortunato's idea to go down into the cellar where he will inevitably become trapped and die. Also, Fortunato saying "come, let us go" excitedly further characterizes him as a little bit ditzy and extroverted. Hope this helps!