I took it back to the store this morning. They removed the knobs by carefully lifting them up from underneath with a screwdriver. Turned out that the shins of the pot shafts were not in parallel. After they adjusted them, the knobs fitted nice and straight. Yay!
Thanks. I put my whole weight on it but they wouldn’t move..