Could have been local cops
It’s harder than heck to find any info on just who exactly is tasked with protecting Japanese prime ministers.
I ran across something that suggested that there might be a special branch out of the Tokyo Metropolitan Police that protects both current and former, but nothing I’d feel comfortable citing.
Per the Daily Mail...
“...As spectators and reporters ducked, a man was shown being tackled to the ground by security...”