Hi Munir,
Yes, considering the time delay of the issue, this is more likely to be a broadcast storm. If you connect a PC to one of the switches and assign it to the same VLAN experiencing the issue, a Wireshark packet capture should help in tracking down the source of the broadcast traffic.