pdflatex gives error messages when compiling

There seems to be a problem with revtex4-1 and (g)vim's latex-suite add-on when
let g:Tex_MultipleCompileFormats='pdf'
Following error messages appear:

Ran latex 3 time(s)
Error detected while processing function Tex_RunLaTeX..Tex_SetupErrorWindow..Tex
_GetMainFileName:
line 18:
E344: Can't find directory "Document Class: revtex4-1 2009/10" in cdpath
E472: Command failed
line 31:
E344: Can't find directory "Document Class: revtex4-1 2009" in cdpath
E472: Command failed

Note: The same error appears if latex runs just once; still "multipleformat" is enabled.

Note: It appears that proper pdf file is created. However, new buffer is created:
08 (2) Document Class: revtex4-1 2009/10
It happens even when
let g:Tex_GotoError = '0'
is set.

I also tried to install revtex4-1 manualy into ~/texmf, but I got the same results.

Note: There is no issue when pdflatex and bibtex are run from command line.

Everything works fine when standard document classes such as {article} are used. Everything also works with revtex4 on jaunty.

System:
xubuntu (lucid -10.04.1 LTS)

All packages installed via apt
texlive-publishers (ver. 2009-7ubuntu3)
vim (ver. 2:7.2.330-1ubuntu3 0)
vim-addon-manager (ver. 0.4.3 0)
latex-suite (cannot quite figure out version here)

ProblemType: Bug
DistroRelease: Ubuntu 10.04
Package: texlive-publishers 2009-7ubuntu3
ProcVersionSignature: Ubuntu 2.6.32-25.45-generic 2.6.32.21+drm33.7
Uname: Linux 2.6.32-25-generic x86_64
Architecture: amd64
Date: Mon Oct 25 13:38:23 2010
InstallationMedia: Xubuntu 10.04 "Lucid Lynx" - Release amd64 (20100429)
PackageArchitecture: all
ProcEnviron:
 PATH=(custom, user)
 LANG=en_CA.UTF-8
 SHELL=/bin/bash
SourcePackage: texlive-extra