WD15 docking failed to detect external displays on Ubuntu 20.04 with XPS 13 9350 laptop

A brand new WD15 was unable to detect external displays, whether it is HDMI, DP. Rest of ports like USB, Audio, Ethernet seems working fine.

Machine: Dell XPS 13 9350

OS: Ubuntu 20.04 LTS