The velour was chosen because it looked good under the lights. But the costumes were dry-cleaned every night, and the velour shrank and had to be constantly altered. That's why they switched to polyester.
This shrinking was particularly egregious at times.
At least later on, they figured that if they made the actors wear a black shirt underneath, it would help to mask the shrinking costumes. But it was still evident: