The naturally diatomic elements are as follows:

I2 (Iodine)
Br2 (Bromine)
Cl2 (Chlorine)
F2 (Fluorine)
O2 (Oxygen)
N2 (Nitrogen)
H2 (Hydrogen)

These can be easily remembered from the phrase "I Bring Clay From Our New House."