The battery tray can be quite stiff to open.
Take a normal cutlery knife (with a non-sharp end) and place the tip of the knife into the slot on the back side bottom of the remote.
Then twist the knife to act as a lever and the battery tray should open up.
There aren't any hidden catches, so it's OK to just lever the tray open.
Regards,
Peter.