SELECT 
  q_product_prices.product_id, 
  MIN(
    IF(
      q_product_prices.percentage_discount = 0, 
      q_product_prices.price, 
      q_product_prices.price - (
        q_product_prices.price * q_product_prices.percentage_discount
      )/ 100
    )
  ) AS price 
FROM 
  q_product_prices 
WHERE 
  q_product_prices.product_id IN (
    648, 649, 650, 651, 652, 635, 587, 588, 
    589, 590, 591, 592, 593, 594, 595, 596
  ) 
  AND q_product_prices.lower_limit = 1 
  AND q_product_prices.usergroup_id IN (0, 1) 
GROUP BY 
  q_product_prices.product_id

Query time 0.00057

JSON explain

{
  "query_block": {
    "select_id": 1,
    "cost_info": {
      "query_cost": "38.41"
    },
    "grouping_operation": {
      "using_filesort": false,
      "table": {
        "table_name": "q_product_prices",
        "access_type": "range",
        "possible_keys": [
          "usergroup",
          "product_id",
          "lower_limit",
          "usergroup_id"
        ],
        "key": "product_id",
        "used_key_parts": [
          "product_id"
        ],
        "key_length": "3",
        "rows_examined_per_scan": 16,
        "rows_produced_per_join": 3,
        "filtered": "19.99",
        "index_condition": "(`portal`.`q_product_prices`.`product_id` in (648,649,650,651,652,635,587,588,589,590,591,592,593,594,595,596))",
        "cost_info": {
          "read_cost": "37.77",
          "eval_cost": "0.64",
          "prefix_cost": "38.41",
          "data_read_per_join": "76"
        },
        "used_columns": [
          "product_id",
          "price",
          "percentage_discount",
          "lower_limit",
          "usergroup_id"
        ],
        "attached_condition": "((`portal`.`q_product_prices`.`lower_limit` = 1) and (`portal`.`q_product_prices`.`usergroup_id` in (0,1)))"
      }
    }
  }
}

Result

product_id price
587 115.000000
588 99.000000
589 129.000000
590 169.000000
591 145.000000
592 149.000000
593 149.000000
594 79.000000
595 99.000000
596 129.000000
635 95.000000
648 85.000000
649 99.000000
650 159.000000
651 109.000000
652 145.000000