It's the cysts ... they're not "eggs" they contain 4 pairs of infectious bodies in each one.
It's the long lasting (oocyst (life cycle page) that are the problem
These have thick walls around them that resist efforts to kill their contents.
It can be a real problem, that will kill your animals...