A lot of people feel that it is a reference to Sex and Drugs.
Crimson being sex, clover being weed or some other sort of drug..
Buttt....
When asked himself, the songwriter and artist, Tommy James said
that it was because Crimson was his favorite color and clover was
his favorite flower. That it sounded so poetic when combined that
he just had to write a song using that phrase.