Not exactly decentralization but distribution was the main selling point.
In comparison to SVN and other non-DVCs git did not need to continuously talk to the central server for history, "branch" creations, unlocking/locking files before changes, etc.
Linus wanted a DVCS, but they wanted centralization and licenses were expensive, so he decided to launch the git initiative where he provided scaffolding and the rest came from contributions.