The story
From the initial consonant in the pronunciation of reading, (w)riting, (a)rithmetic (aphetically), 1820s.
Etymology from Wiktionary, CC BY-SA 4.0.
three Rs
Today it means: The basic education received in primary schools, especially (but not necessarily limited to) reading, writing and arithmetic. Full definition →