Maybe they had an “arrangement” with the seller – ie, funneling money to the seller via a real estate transaction would give them an opportunity to launder the excess.
Or – maybe they were trying to do a 1031 exchange and had to pay in excess of what they sold their other property for? The seller then turned around and handed them a “rebate” and kept some cash for the hassle?