IntelliJ IDEA 2016.3: Ugly Font and Button Rendering on Ubuntu 16.10 when using Oradle JDK 8.112

IntelliJ IDEA 2016.3 without bundled JDK renders buttons and font the "ugly" way.

➜  ~ lsb_release -rdc
Description:    Ubuntu 16.10
Release:    16.10
Codename:    yakkety
➜  ~ java -version
java version "1.8.0_112"
Java(TM) SE Runtime Environment (build 1.8.0_112-b15)
Java HotSpot(TM) 64-Bit Server VM (build 25.112-b15, mixed mode)
➜  ~

Using Oracle JDK:

Using bundled OpenJDK