The world's biggest grower and exporter of rubber, Thailand, wants to get a little smaller.

The government plans to encourage farmers to chop down 350,000 rubber trees a year to stem a 60% slide in natural rubber prices over the past three years, and to use the land to produce palm oil instead.

A global rubber glut, in part due to record-high...