Hi Jain,
First of all, choose one problematic device and run Credential verification job to ensure that device has correct credentials. If the credentials are fine, you need to increase the SNMP timeout value under "Admin -> Collection Settings -> Inventory -> Inventory and Config Timout and Retry Settings" to something really big like 500 or even 1000 if the error is still SNMP timeout.
Svetlana