The state of a database when all repeated values within the database have been removed by creating more tables. Relational OLTP systems are usually highly normalized. Data warehouses typically are not highly normalized.
Normalizing data is a process defined by E.F. Codd and boils down to structuring the data into separate and multiple tables to avoid redundancy in the data.