Took me a few re-reads. Since eye and i are pronounced the same it's a joke about not mentioning the other letters, those letters being t,g,e,r or t_ger.

The punchline then talks about the letter t, pronounced the same as tea. So they use it as having tea time.

Sorry for shit explanation. I'm not the best at explaining stuff, but thought I'd try.