* The anime focused on friendship and adventure: While there were moments of romantic tension and potential hints, the series primarily focused on the bond between Yugi and his friends, their duels, and their adventures.
* There was no clear romantic relationship: Yugi didn't have a confirmed girlfriend or romantic partner in the anime.
* The manga was different: The manga, where the story originates, portrayed Yugi as more explicitly in love with his childhood friend, Anzu (Tea in the English dub). This was less emphasized in the anime.
So, did Yugi "fall in love"? It depends on your interpretation.
* Some fans might see hints of romantic feelings towards Tea: There were moments where Yugi showed concern for her, blushed around her, and even expressed jealousy when she showed interest in other boys.
* Others might say his feelings were platonic: It's also possible to interpret Yugi's feelings as purely friendship, with him being a very caring and protective friend.
Ultimately, the answer is up to your personal interpretation. The anime didn't definitively explore a romantic relationship for Yugi, leaving room for speculation.