I'm consistently having this same issue, notable though is that pressing Esc, doesn't usually visibly bring up the game menu, but I am able to click on the non-visible menu items, allowing me to save and exit, rather than restarting the entire program.
Moss Lander
Upon further testing, holding down Esc brings up the menu visibly.