Joan Howell, a young and pretty maid-for-hire, meets and begins dating wealthy New York City businessman Tom Milford. Embarrassed about bringing him back to her tiny apartment that she shares with her roommate Audrey, Joan brings Tom over to a fancy apartment that she cleans on a daily basis not knowing that it's his place. Tom plays along with the charade despite not knowing who Joan really is, while she tries to tidy up Tom's place not knowing who he really is.
Unfortunately the movie That Funny Feeling is not yet available on Disney Plus.
| Art | George C. Webb | Art Direction |
| Art | Julia Heron | Set Decoration |
| Sound | Waldon O. Watson | Sound |
| Visual Effects | Albert Whitlock | Visual Effects |
| Sound | Joseph Gershenson | Music Supervisor |
| Art | John McCarthy Jr. | Set Decoration |
| Costume & Make-Up | Larry Germain | Hairstylist |
| Sound | Bobby Darin | Music |
| Camera | Clifford Stine | Director of Photography |
| Art | Alexander Golitzen | Art Direction |
| Costume & Make-Up | Jean Louis | Costumer |
| Costume & Make-Up | Bud Westmore | Makeup Artist |
| Production | Edward Muhl | Executive In Charge Of Production |
| Production | Howard Pine | Unit Production Manager |
| Production | Harry Keller | Producer |
| Sound | Lyle Cain | Sound |
| Editing | Gene Milford | Editor |
| Directing | Joseph E. Kenney | Assistant Director |
| Directing | Richard Thorpe | Director |
| Writing | Norman Barasch | Story |
| Writing | David R. Schwartz | Screenplay |
| Writing | Carroll Moore | Story |
