PSG sports chief Antero Henrique made a major effort to sign Kante over the summer.
However, the World Cup winner couldn't be tempted away from Stamford Bridge before the market shut last month.
Tuchel said: "Why he did not come? Chelsea knows how much they need him.
"They're really counting on this player (for this season)."