gF doesn't work with latest vim on Windows

I'm using vim 7.4.1345 on Windows 7.

If I have a file foobar.txt containing the line
main.c:26
and I do gF on it, I get:

E447: Can't find file "main.c:26" in path

It only works if I have
main.c
and do gf on it.

foobar.txt is located on the same directory as main.c

Many thanks in advance,

--
Cesar

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