So sorry for not noticing your post sooner, I must admit we kind of neglected this forum lately.
First make sure that in the options menu controls are set to Keys / 360 Ctrl.
360 controller should work well, just tested it now, I playtest the game often with it.
You are not by any chance talking about XBox One controller?
Otherwise we're glad you are enjoying the game, more to come soon!