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I found another better solution, run Talend like this:
$ GTK2_RC_FILES=/usr/share/themes/Adwaita/gtk-2.0/gtkrc Talend
where GTK2_RC_FILES= <path to gtkrc theme> Talend= <path to the talend binary>