Changed graphics to 'Windowed Mode' and now the game gets stuck while loading

Hello all - earlier today I changed the settings in game to display in “windowed mode” instead of full-screen and now whenever I try to launch the game it launches with a black windowed screen but then it stops responding. Is there any way to fix this? Thank you.