If anything, a reality without a supreme being seems even more mysterious to me!
Ancient civilisations across the world have agreed with you, yet all their 'mysterious' things have all been explained through scientific endeavour.
yes there are things we don't understand but scientists revel in uncertainty - it gives them something to work at and they'll get there eventually.
Every year that passes the universe is just a little less mysterious.