From a page at Userland:

To "Drink the Kool-Aid" is to adopt a religion with suicidal zeal.

I came to that by searching for Jim Jones, after Alan told me that
the Castle would be a nice place to have a Jim Jones-like party.

Also, don’t miss the Kool Aid FAQ.