"I don't know what's one-poking me at stage 501, but I'm killing it with ease up to that stage. Any advice?" - I had same problem. Mad Eye mob (start appears at 501 wave) shots your base instead melee attack. So - increase your defence, attack range etc.
 "Defender Idle 2"){kind=icon}