tr --delete '\n' < yourfile.txt
tr -d '\n' < yourfile.txt
Edit:
If none of the commands posted here are working, then you have something other than a newline separating your fields. Possibly you have DOS/Windows line endings in the file (although I would expect the Perl solutions to work even in that case)?
Try:
tr -d "\n\r" < yourfile.txt
If that doesn't work then you're going to have to inspect your file more closely (e.g. in a hex editor) to find out what characters are actually in there that you want to remove.
perl -p -i -e 's/\R//g;' filename
Must do the job.
tr -d '\n' < file.txt
Or
awk '{ printf "%s", $0 }' file.txt
Or
sed ':a;N;$!ba;s/\n//g' file.txt
This page here has a bunch of other methods to remove newlines.
edited to remove feline abuse :)
paste -sd "" file.txt
You can edit the file in vim:
$ vim inputfile
:%s/\n//g
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