A further 315 people were injured. It's not clear who carried out the attack.
Mr Sadr and his supporters have been challenging the rule of the temporary Iraqi government.
The finer points of the deal have yet to be agreed, but a spokesman for Ayatollah Sistani said talks were "three quarters towards the end of the crisis".
Thousands of supporters followed the cleric to Najaf.