The rhyme is actually:
A, E, I, O, U, and sometimes Y
This is because "Y" can act as both a vowel and a consonant depending on its position and sound in a word.
For example:
* Vowel: "happy" (the "y" makes a long "i" sound)
* Consonant: "yellow" (the "y" makes a "y" sound)