Why do ideal Op-Amps have zero offset voltage?
Offset is non-ideal behavior. For this reason an ideal opamp does not have offset by definition.

However, this is not a requirement, even with infinite gain offset can be included because opamps are usually used in a feedback configuration that reduces the gain of the closed-loop system.