According to Wikipedia, the original “Sea-Monkey” kits involved an initial “water purification” packets that actually had some eggs in them. Then when additional eggs were added 24 hours later, hatchlings were seen right away. In the test of the Big Time version described here it sounds like something was missing in the kit.
From that description I presume that some poor GI discovered them hatching in his cup during WW II.