The lyrics of "That Old Feeling" talk about experiencing nostalgic emotions and longing for a past love. The speaker reminisces about seeing someone and feeling a deep connection, despite knowing that starting a new romance would be pointless because the old feelings are still present.

Meaning of "That Old Feeling" by Ella Fitzgerald & Joe Pass

"That Old Feeling" captures the emotions of nostalgia, longing, and the enduring power of past love. The lyrics express the universal experience of being overwhelmed by memories of a past love interest and feeling the same emotions resurface even after time has passed. The mention of the spark of love still burning highlights the intensity and depth of the feelings that linger, making it challenging to move on. The speaker acknowledges the futility of seeking new romance when the old feelings are still present, emphasizing the emotional hold that past love can have on an individual. Overall, the song conveys a bittersweet sentiment of reminiscing about a lost love while recognizing the impossibility of recreating that same connection in a new relationship.