Hmm. Martial arts wouldn't be that effective in the air.
Also, it wasn't widely taught when he was growing up and certainly not in Smallville.
He didn't really have the time when he moved to Metropolis, what with Lois and the newspaper gig.
And due to to his dense molecular structure, no one would be able throw him, lift him etc.
And he told me he thought it was all shite