1 Medical causes – unrelenting exhaustion may be a sign of an underlying illness, such as a thyroid disorder, heart disease or diabetes. 2  Lifestyle-related causes – alcohol or drugs or lack of regular exercise can lead to feelings of fatigue.  Workplace-related causes – workplace stress can lead to feelings of fatigue.