Why did he take a bus in canon?
He wasn’t wearing the suit? Oh, right. Duh!
But he then flies home to Kansas and gets hit by an electrical storm over Cleveland the night of the White Orchid Ball.
My guess he was trying to establish a traceable connection of how he got to Metropolis, so people would not suspect his powers. Although I think the actual answer is, someone thought it would be cool.
