Recursive mode only works on directories, not files. By using the glob '*.pdf' the shell is passing the file list to chown, which sees these are files, and changes the permissions on the files it sees, and that's it.
Remember, in shells, the glob is evaluated by the shell. If you have a dir, say like:
machine:$ ls
file1.pdf file2.pdf other.txt subdir
And you typed:
chown -R someuser:somegroup *.pdf
The shell would first make the list:
file1.pdf file2.pdf
and then run your command:
chown -R someuser:somegroup file1.pdf file2.pdf
To do what you want, to use the '*.pdf' as a pattern for this directory and subdirectories, you can use find, which can find files that match a filename pattern (or many other criterea) and pass to a subcommand
find . -type f -name '*.pdf' | xargs chown someuser:somegroup
This starts in current dir '.' to look for files (filetype f) of name pattern '*.pdf' then passes to xargs, which constructs a command line to chmod. Notice the quotes around the pattern '*.pdf', remember that the shell will create a glob if it can, but you want the pattern passed to find, so you need to quote it.
Because filenames may have spaces in them, you want to use a trick to make it filename-with-spaces safe:
find . -type f -name '*.pdf' -print0 | xargs -0 chown someuser:somegroup
In bash 3 and lower, this is the way you need to do it. More powerful globbing is available in bash 4 (with shopt -s globstar)and other shells. The same in zsh, using a recursive glob **:
chown -R someuser:somegroup ./**/*.pdf