Sounds like batteries. But until you buy new try ....
Turn the key ON ....
Wait till glow plugs light goes out then turn key OFF
Turn key on again. But this time continue to start.
I found this worked well in 10deg temps. Glow plug will be just that little bit hotter with a little extra fuel.