(Actually, probably London Plane trees, but don't let my ignorance get in the way of my point.)
Names obviously matter - language and communication matter if we're going to collaborate on anything - but when it comes to science, to make new discoveries, the ability to look something up in a book is useless without the ability to understand how things actually work and fit together... and sometimes, books, and even the majority of people, are actually incorrect...
It's disingenuous to take that Feynman quote out of context and argue that it's an argument against naming... it's certainly not.
Judging from Google, the collected knowledge of humanity on the brown-throated thrush consists only of this Feynman anecdote in different variations.
There's also another anecdote written by Feynman where he describes creating his own notation for trig, or maybe calc. At some point he had to abandon it because no one else understood him. The anecdote is not as quotable, but it correlates with what you said -- it gives you the ability to talk about it with other people, so Feynman is not ignorant of this.
In the online SICP lectures there's a nice point about names and how they give you power over things, but I couldn't find it right away.