Original: It is called transistor–transistor logic because both the logic gating function (e.g., AND) and the amplifying function are performed by transistors (contrast this with RTL and DTL).
Simplified: It is called transistor–transistor logic because the logic function (e.g., AND) and amplification is performed by transistors.