It would have to affect the price positively.
During the last spam transactions attack Bitcoin's price mooned rather than crashed. The attackers couldn't afford to keep paying for spam transactions for long, and if you wanted fast confirmations all you had to do was pay a higher mining fee than normal.
Ironically the last attack was good for Bitcoin's price, but as the mempool currently has only a few thousand transactions in it the network isn't under attack today.