Navigate to Admin->Self-Service Portal Settings->Login page customization and Add the below class under style as shown below,
.btn-primary {
background-color: #6600CC;
}
Above color code is for Purple, please use the appropriate color codes.
After the changes, the Login button on the login page appears as below,